{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "903bd53f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "import geopandas as gpd\n",
    "import rioxarray as rxr\n",
    "import rasterio \n",
    "import xarray as xr\n",
    "import earthpy as et\n",
    "from multiprocessing import Pool\n",
    "from parallel_xarray_Senegal import sample_tif\n",
    "from get_dynamic_by_date_Senegal import get_date_df\n",
    "import pandas as pd \n",
    "from shapely import geometry\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from dask import dataframe as dd\n",
    "from sklearn.utils import parallel_backend\n",
    "import pickle\n",
    "import datetime as dt\n",
    "import scipy\n",
    "from sklearn.metrics import r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "65283bc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# pull csv of latitude logitude coordinates of points \n",
    "# all points covering all of senegal\n",
    "path = 'F:\\\\Senegal_Veg_Model\\\\Static\\\\senegal_fishnet1km.csv'\n",
    "pts = pd.read_csv(path)\n",
    "\n",
    "lats = list(pts.lat)\n",
    "lons = list(pts.lon)\n",
    "\n",
    "# crop points in senegal \n",
    "crop_path = 'F:\\\\Senegal_Veg_Model\\\\Static\\\\senegal_crop_static_data1km.csv'\n",
    "crop_pts = pd.read_csv(crop_path)\n",
    "\n",
    "crop_lats = list(crop_pts.lat)\n",
    "crop_lons = list(crop_pts.lon)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1d6412d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get all files\n",
    "\n",
    "parquet_path = \"F:\\\\Senegal_Veg_Model\\\\parquet\"\n",
    "# get name function based on lulc \n",
    "crop_files = [os.path.join(parquet_path, file) for file in os.listdir(parquet_path) if 'crop' in file]\n",
    "# map to new parquet files \n",
    "crop = dd.read_parquet(crop_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e0be9963",
   "metadata": {},
   "outputs": [],
   "source": [
    "# quantile cutoffs \n",
    "Q1 = crop['EVI'].compute().quantile(.25)\n",
    "Q3 = crop['EVI'].compute().quantile(.75)\n",
    "max_EVI = crop['EVI'].compute().quantile(.99)\n",
    "min_EVI = crop['EVI'].compute().quantile(.01)\n",
    "full_df = crop[(crop['EVI']<=max_EVI) & (crop['EVI']>=min_EVI) & (crop['sand0_100cm_inv_weight_mean']!=0)]\n",
    "\n",
    "# get dataframes in given quantiles - filter out any points where soil data didnt come through \n",
    "q1_df = crop[(crop['EVI']<=Q1) & (crop['EVI']>=min_EVI) & (crop['sand0_100cm_inv_weight_mean']!=0)]\n",
    "iq_df = crop[(crop['EVI']>Q1) & (crop['EVI']<Q3) & (crop['sand0_100cm_inv_weight_mean']!=0)]\n",
    "q3_df = crop[(crop['EVI']>=Q3) & (crop['EVI']<=max_EVI)& (crop['sand0_100cm_inv_weight_mean']!=0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "7f41aade",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "full_df.EVI.compute().hist(bins = 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "10c02606",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = q3_df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "630958c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>EVI</th>\n",
       "      <th>16_day_sum_ppt_x</th>\n",
       "      <th>32_day_sum_ppt_x</th>\n",
       "      <th>48_day_sum_ppt_x</th>\n",
       "      <th>64_day_sum_ppt_x</th>\n",
       "      <th>16_day_mean_ppt</th>\n",
       "      <th>32_day_mean_ppt</th>\n",
       "      <th>...</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>16_day_sum_ppt_Z</th>\n",
       "      <th>32_day_sum_ppt_Z</th>\n",
       "      <th>48_day_sum_ppt_Z</th>\n",
       "      <th>64_day_sum_ppt_Z</th>\n",
       "      <th>16_day_mean_temp_Z</th>\n",
       "      <th>32_day_mean_temp_Z</th>\n",
       "      <th>48_day_mean_temp_Z</th>\n",
       "      <th>64_day_mean_temp_Z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2014-05-06</td>\n",
       "      <td>13.035203</td>\n",
       "      <td>-15.024616</td>\n",
       "      <td>1.043062</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001327</td>\n",
       "      <td>0.001327</td>\n",
       "      <td>0.001327</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>5</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.984951</td>\n",
       "      <td>-0.985012</td>\n",
       "      <td>-0.985475</td>\n",
       "      <td>-0.019243</td>\n",
       "      <td>-0.029321</td>\n",
       "      <td>-0.032691</td>\n",
       "      <td>-0.038442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>2014-05-06</td>\n",
       "      <td>12.763753</td>\n",
       "      <td>-15.006650</td>\n",
       "      <td>1.236358</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>5</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.004785</td>\n",
       "      <td>-0.017956</td>\n",
       "      <td>-0.011308</td>\n",
       "      <td>-0.014911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>2014-05-06</td>\n",
       "      <td>13.376281</td>\n",
       "      <td>-15.078515</td>\n",
       "      <td>1.182578</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>5</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.019243</td>\n",
       "      <td>-0.029321</td>\n",
       "      <td>-0.032691</td>\n",
       "      <td>-0.038442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1115</th>\n",
       "      <td>2014-05-06</td>\n",
       "      <td>13.934948</td>\n",
       "      <td>-14.818004</td>\n",
       "      <td>1.746363</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>5</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.047583</td>\n",
       "      <td>-0.051664</td>\n",
       "      <td>-0.062329</td>\n",
       "      <td>-0.071071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>2014-05-06</td>\n",
       "      <td>14.117970</td>\n",
       "      <td>-14.809020</td>\n",
       "      <td>1.477830</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2014</td>\n",
       "      <td>5</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.039452</td>\n",
       "      <td>-0.045791</td>\n",
       "      <td>-0.056515</td>\n",
       "      <td>-0.062980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3419</th>\n",
       "      <td>2022-12-31</td>\n",
       "      <td>13.297613</td>\n",
       "      <td>-14.665290</td>\n",
       "      <td>1.163873</td>\n",
       "      <td>0.293202</td>\n",
       "      <td>0.293202</td>\n",
       "      <td>0.294262</td>\n",
       "      <td>0.294262</td>\n",
       "      <td>0.018325</td>\n",
       "      <td>0.009163</td>\n",
       "      <td>...</td>\n",
       "      <td>2022</td>\n",
       "      <td>12</td>\n",
       "      <td>27.688715</td>\n",
       "      <td>10.325396</td>\n",
       "      <td>0.237649</td>\n",
       "      <td>-0.777661</td>\n",
       "      <td>-0.089083</td>\n",
       "      <td>-0.055701</td>\n",
       "      <td>-0.069889</td>\n",
       "      <td>-0.064815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3421</th>\n",
       "      <td>2022-12-31</td>\n",
       "      <td>12.711181</td>\n",
       "      <td>-14.656307</td>\n",
       "      <td>1.651303</td>\n",
       "      <td>0.343223</td>\n",
       "      <td>0.343223</td>\n",
       "      <td>0.353102</td>\n",
       "      <td>0.353102</td>\n",
       "      <td>0.021451</td>\n",
       "      <td>0.010726</td>\n",
       "      <td>...</td>\n",
       "      <td>2022</td>\n",
       "      <td>12</td>\n",
       "      <td>26.388626</td>\n",
       "      <td>4.954299</td>\n",
       "      <td>0.085035</td>\n",
       "      <td>-0.789902</td>\n",
       "      <td>-0.082252</td>\n",
       "      <td>-0.048866</td>\n",
       "      <td>-0.067643</td>\n",
       "      <td>-0.063667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3424</th>\n",
       "      <td>2022-12-31</td>\n",
       "      <td>12.877623</td>\n",
       "      <td>-14.656307</td>\n",
       "      <td>1.696515</td>\n",
       "      <td>0.355932</td>\n",
       "      <td>0.355932</td>\n",
       "      <td>0.362015</td>\n",
       "      <td>0.362015</td>\n",
       "      <td>0.022246</td>\n",
       "      <td>0.011123</td>\n",
       "      <td>...</td>\n",
       "      <td>2022</td>\n",
       "      <td>12</td>\n",
       "      <td>27.041437</td>\n",
       "      <td>6.203732</td>\n",
       "      <td>0.208920</td>\n",
       "      <td>-0.773772</td>\n",
       "      <td>-0.082252</td>\n",
       "      <td>-0.048866</td>\n",
       "      <td>-0.067643</td>\n",
       "      <td>-0.063667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3429</th>\n",
       "      <td>2022-12-31</td>\n",
       "      <td>13.227664</td>\n",
       "      <td>-14.656307</td>\n",
       "      <td>1.174292</td>\n",
       "      <td>0.293202</td>\n",
       "      <td>0.293202</td>\n",
       "      <td>0.294262</td>\n",
       "      <td>0.294262</td>\n",
       "      <td>0.018325</td>\n",
       "      <td>0.009163</td>\n",
       "      <td>...</td>\n",
       "      <td>2022</td>\n",
       "      <td>12</td>\n",
       "      <td>27.688715</td>\n",
       "      <td>10.325396</td>\n",
       "      <td>0.237649</td>\n",
       "      <td>-0.777661</td>\n",
       "      <td>-0.089083</td>\n",
       "      <td>-0.055701</td>\n",
       "      <td>-0.069889</td>\n",
       "      <td>-0.064815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3440</th>\n",
       "      <td>2022-12-31</td>\n",
       "      <td>12.877623</td>\n",
       "      <td>-14.647324</td>\n",
       "      <td>1.586367</td>\n",
       "      <td>0.355932</td>\n",
       "      <td>0.355932</td>\n",
       "      <td>0.362015</td>\n",
       "      <td>0.362015</td>\n",
       "      <td>0.022246</td>\n",
       "      <td>0.011123</td>\n",
       "      <td>...</td>\n",
       "      <td>2022</td>\n",
       "      <td>12</td>\n",
       "      <td>27.041437</td>\n",
       "      <td>6.203732</td>\n",
       "      <td>0.208920</td>\n",
       "      <td>-0.773772</td>\n",
       "      <td>-0.082252</td>\n",
       "      <td>-0.048866</td>\n",
       "      <td>-0.067643</td>\n",
       "      <td>-0.063667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>573557 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           date        lat        lon       EVI  16_day_sum_ppt_x  \\\n",
       "180  2014-05-06  13.035203 -15.024616  1.043062          0.000000   \n",
       "278  2014-05-06  12.763753 -15.006650  1.236358          0.000000   \n",
       "569  2014-05-06  13.376281 -15.078515  1.182578          0.000000   \n",
       "1115 2014-05-06  13.934948 -14.818004  1.746363          0.000000   \n",
       "1169 2014-05-06  14.117970 -14.809020  1.477830          0.000000   \n",
       "...         ...        ...        ...       ...               ...   \n",
       "3419 2022-12-31  13.297613 -14.665290  1.163873          0.293202   \n",
       "3421 2022-12-31  12.711181 -14.656307  1.651303          0.343223   \n",
       "3424 2022-12-31  12.877623 -14.656307  1.696515          0.355932   \n",
       "3429 2022-12-31  13.227664 -14.656307  1.174292          0.293202   \n",
       "3440 2022-12-31  12.877623 -14.647324  1.586367          0.355932   \n",
       "\n",
       "      32_day_sum_ppt_x  48_day_sum_ppt_x  64_day_sum_ppt_x  16_day_mean_ppt  \\\n",
       "180           0.001327          0.001327          0.001327         0.000000   \n",
       "278           0.000000          0.000000          0.000000         0.000000   \n",
       "569           0.000000          0.000000          0.000000         0.000000   \n",
       "1115          0.000000          0.000000          0.000000         0.000000   \n",
       "1169          0.000000          0.000000          0.000000         0.000000   \n",
       "...                ...               ...               ...              ...   \n",
       "3419          0.293202          0.294262          0.294262         0.018325   \n",
       "3421          0.343223          0.353102          0.353102         0.021451   \n",
       "3424          0.355932          0.362015          0.362015         0.022246   \n",
       "3429          0.293202          0.294262          0.294262         0.018325   \n",
       "3440          0.355932          0.362015          0.362015         0.022246   \n",
       "\n",
       "      32_day_mean_ppt  ...  year  month  16_day_sum_ppt_Z  32_day_sum_ppt_Z  \\\n",
       "180          0.000041  ...  2014      5         -1.000000         -0.984951   \n",
       "278          0.000000  ...  2014      5         -1.000000         -1.000000   \n",
       "569          0.000000  ...  2014      5         -1.000000         -1.000000   \n",
       "1115         0.000000  ...  2014      5         -1.000000         -1.000000   \n",
       "1169         0.000000  ...  2014      5         -1.000000         -1.000000   \n",
       "...               ...  ...   ...    ...               ...               ...   \n",
       "3419         0.009163  ...  2022     12         27.688715         10.325396   \n",
       "3421         0.010726  ...  2022     12         26.388626          4.954299   \n",
       "3424         0.011123  ...  2022     12         27.041437          6.203732   \n",
       "3429         0.009163  ...  2022     12         27.688715         10.325396   \n",
       "3440         0.011123  ...  2022     12         27.041437          6.203732   \n",
       "\n",
       "      48_day_sum_ppt_Z  64_day_sum_ppt_Z  16_day_mean_temp_Z  \\\n",
       "180          -0.985012         -0.985475           -0.019243   \n",
       "278          -1.000000         -1.000000           -0.004785   \n",
       "569          -1.000000         -1.000000           -0.019243   \n",
       "1115         -1.000000         -1.000000           -0.047583   \n",
       "1169         -1.000000         -1.000000           -0.039452   \n",
       "...                ...               ...                 ...   \n",
       "3419          0.237649         -0.777661           -0.089083   \n",
       "3421          0.085035         -0.789902           -0.082252   \n",
       "3424          0.208920         -0.773772           -0.082252   \n",
       "3429          0.237649         -0.777661           -0.089083   \n",
       "3440          0.208920         -0.773772           -0.082252   \n",
       "\n",
       "      32_day_mean_temp_Z  48_day_mean_temp_Z  64_day_mean_temp_Z  \n",
       "180            -0.029321           -0.032691           -0.038442  \n",
       "278            -0.017956           -0.011308           -0.014911  \n",
       "569            -0.029321           -0.032691           -0.038442  \n",
       "1115           -0.051664           -0.062329           -0.071071  \n",
       "1169           -0.045791           -0.056515           -0.062980  \n",
       "...                  ...                 ...                 ...  \n",
       "3419           -0.055701           -0.069889           -0.064815  \n",
       "3421           -0.048866           -0.067643           -0.063667  \n",
       "3424           -0.048866           -0.067643           -0.063667  \n",
       "3429           -0.055701           -0.069889           -0.064815  \n",
       "3440           -0.048866           -0.067643           -0.063667  \n",
       "\n",
       "[573557 rows x 57 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.EVI>1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "de482865",
   "metadata": {},
   "outputs": [],
   "source": [
    "#### Import  model pickles \n",
    "pckl = \"Q1_model.pkl\"\n",
    "pckl_path = \"F:\\\\Senegal_Veg_Model\\\\code\"\n",
    "with open(os.path.join(pckl_path, pckl), 'rb') as f:\n",
    "    model_Q1 = pickle.load(f)\n",
    "        \n",
    "with open(os.path.join(pckl_path, \"Q1_r2.pkl\"), 'rb') as f:\n",
    "       Q1_r2 = pickle.load(f)\n",
    "\n",
    "pckl = \"IQ_model.pkl\"\n",
    "pckl_path = \"F:\\\\Senegal_Veg_Model\\\\code\"\n",
    "with open(os.path.join(pckl_path, pckl), 'rb') as f:\n",
    "    model_IQ = pickle.load(f)\n",
    "        \n",
    "with open(os.path.join(pckl_path, \"IQ_r2.pkl\"), 'rb') as f:\n",
    "        IQ_r2 = pickle.load(f)\n",
    "\n",
    "pckl = \"Q3_model.pkl\"\n",
    "pckl_path = \"F:\\\\Senegal_Veg_Model\\\\code\"\n",
    "with open(os.path.join(pckl_path, pckl), 'rb') as f:\n",
    "    model_Q3 = pickle.load(f)\n",
    "        \n",
    "with open(os.path.join(pckl_path, \"Q3_r2.pkl\"), 'rb') as f:\n",
    "       Q3_r2 = pickle.load(f)\n",
    "        \n",
    "pckl = \"full_model.pkl\"\n",
    "pckl_path = \"F:\\\\Senegal_Veg_Model\\\\code\"\n",
    "with open(os.path.join(pckl_path, pckl), 'rb') as f:\n",
    "    model_full = pickle.load(f)\n",
    "        \n",
    "with open(os.path.join(pckl_path, \"full_r2.pkl\"), 'rb') as f:\n",
    "       full_r2 = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "86802ac0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# groupby FID to get the average value of all parameters for each point\n",
    "crop_mean = full_df.groupby('FID').mean().reset_index().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "fc962d6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import font_manager\n",
    "font = font_manager.FontProperties(family='serif', size =8)\n",
    "plt.figure(figsize = (4,4))\n",
    "plt.hist(crop_mean.EVI, bins = 20, color = 'lightgray')\n",
    "plt.axvline(crop_mean.EVI.mean(), color = \"orangered\", linestyle = \"--\", linewidth = 1, label = \"Mean\")\n",
    "plt.legend(loc = \"upper left\", prop = font)\n",
    "plt.title(\"Pixel-wise 2014-2022 Mean EVI\", fontsize = 10, family = 'serif')\n",
    "plt.xlabel(\"EVI\", fontsize = 10, family = 'serif')\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig(\"F:\\\\Senegal_Veg_Model\\\\figures\\\\pixel-wise_EVI_hist.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "610e20b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### SOIL SIGNALS\n",
    "from matplotlib import font_manager\n",
    "font = font_manager.FontProperties(family='serif', size = 10)\n",
    "plt.figure(figsize = (5,4))\n",
    "\n",
    "v_list = [\"soc0_100cm_inv_weight_mean\", \"sand0_100cm_inv_weight_mean\", \"64_day_mean_ppt\", \"64_day_mean_temp_x\"]\n",
    "labels = [\"Low SOC\", \"High SOC\", \"Low Sand\", \"High Sand\", \"Low MAP\", \"High MAP\", \"Low MAT\", \"High MAT\", \"All Pixels\"]\n",
    "target = \"EVI\"\n",
    "\n",
    "flierprops = dict(marker='o', markersize=1,\n",
    "                  linestyle='none', markeredgecolor='gray')\n",
    "medianprops = dict(color = \"orangered\")\n",
    "\n",
    "\n",
    "box_list = [full_df[target]]\n",
    "for j in range(len(v_list)):\n",
    "    box_list.append(full_df[full_df[v_list[j]]<=full_df[v_list[j]].quantile(.25)][target])\n",
    "    box_list.append(full_df[full_df[v_list[j]]>=full_df[v_list[j]].quantile(.75)][target])\n",
    "plt.boxplot(box_list, labels = labels, vert = False, patch_artist=True, \n",
    "                  boxprops=dict(facecolor=\"lightgray\", color = \"gray\"), capprops = dict(color = \"gray\"), whiskerprops = dict(color = \"gray\"), flierprops = flierprops, medianprops = medianprops, widths = .75)\n",
    "plt.axhline(2.5, color = \"black\", linewidth = 1)\n",
    "plt.axhline(4.5, color = \"black\", linewidth = 1)\n",
    "plt.axhline(6.5, color = \"black\", linewidth = 1)\n",
    "plt.axhline(8.5, color = \"black\", linewidth = 1)\n",
    "    \n",
    "    \n",
    "plt.xlabel(\"EVI\", fontsize = 10, family = 'serif')\n",
    "\n",
    "plt.title(\"Distribution of Pixel-wise 2014-2022 \\nMean EVI by Category\", x = .55, fontsize = 10, family = \"serif\", fontweight = 'bold')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"F:\\\\Senegal_Veg_Model\\\\figures\\\\EVI_boxplot_variable_stratification.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4beff21f",
   "metadata": {},
   "source": [
    "### Feature Importance "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "66b16afe",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Get feature importances \n",
    "\n",
    "# features \n",
    "features = ['16_day_sum_ppt_x', '32_day_sum_ppt_x',\n",
    "       '48_day_sum_ppt_x', '64_day_sum_ppt_x', \n",
    "       '16_day_stdv_ppt', '32_day_stdv_ppt', '48_day_stdv_ppt',\n",
    "       '64_day_stdv_ppt', '16_day_mean_temp_x', '32_day_mean_temp_x',\n",
    "       '48_day_mean_temp_x', '64_day_mean_temp_x', '16_day_stdv_temp',\n",
    "       '32_day_stdv_temp', '48_day_stdv_temp', '64_day_stdv_temp',\n",
    "       'slope', 'elevation',\n",
    "       'bdod0_30cm_weight_mean', 'cfvo0_30cm_weight_mean',\n",
    "       'clay0_30cm_weight_mean', 'sand0_30cm_weight_mean',\n",
    "       'silt0_30cm_weight_mean', 'soc0_30cm_weight_mean',\n",
    "       'bdod30_100cm_weight_mean', 'cfvo30_100cm_weight_mean',\n",
    "       'clay30_100cm_weight_mean', 'sand30_100cm_weight_mean',\n",
    "       'silt30_100cm_weight_mean', 'soc30_100cm_weight_mean', 'year', 'month',\n",
    "       '16_day_sum_ppt_Z', '32_day_sum_ppt_Z', '48_day_sum_ppt_Z',\n",
    "       '64_day_sum_ppt_Z', '16_day_mean_temp_Z', '32_day_mean_temp_Z',\n",
    "       '48_day_mean_temp_Z', '64_day_mean_temp_Z']\n",
    "\n",
    "clim_feats = ['16_day_sum_ppt_x', '32_day_sum_ppt_x',\n",
    "       '48_day_sum_ppt_x', '64_day_sum_ppt_x', \n",
    "       '16_day_stdv_ppt', '32_day_stdv_ppt', '48_day_stdv_ppt',\n",
    "       '64_day_stdv_ppt', '16_day_mean_temp_x', '32_day_mean_temp_x',\n",
    "       '48_day_mean_temp_x', '64_day_mean_temp_x', '16_day_stdv_temp',\n",
    "       '32_day_stdv_temp', '48_day_stdv_temp', '64_day_stdv_temp']\n",
    "clim_norm_feats = ['16_day_sum_ppt_Z', '32_day_sum_ppt_Z', '48_day_sum_ppt_Z',\n",
    "       '64_day_sum_ppt_Z', '16_day_mean_temp_Z', '32_day_mean_temp_Z',\n",
    "       '48_day_mean_temp_Z', '64_day_mean_temp_Z']\n",
    "topsoil_feats = ['bdod0_30cm_weight_mean', 'cfvo0_30cm_weight_mean',\n",
    "       'clay0_30cm_weight_mean', 'sand0_30cm_weight_mean',\n",
    "       'silt0_30cm_weight_mean', 'soc0_30cm_weight_mean']\n",
    "subsoil_feats = ['bdod30_100cm_weight_mean', 'cfvo30_100cm_weight_mean',\n",
    "       'clay30_100cm_weight_mean', 'sand30_100cm_weight_mean',\n",
    "       'silt30_100cm_weight_mean', 'soc30_100cm_weight_mean']\n",
    "time_feats = ['year', 'month']\n",
    "topo_feats = ['slope', 'elevation']\n",
    "\n",
    "feat_subset_list = ['climate']*len(clim_feats) + ['topo']*len(topo_feats) + ['topsoil']*len(topsoil_feats) + ['subsoil']*len(subsoil_feats) + ['time']*len(time_feats) + ['climate_norm']*len(clim_norm_feats)\n",
    "\n",
    "# pull feature importances for turkana and narok models \n",
    "fi_q1 = model_Q1.feature_importances_\n",
    "fi_iq = model_IQ.feature_importances_\n",
    "fi_q3 = model_Q3.feature_importances_\n",
    "fi_full = model_full.feature_importances_\n",
    "\n",
    "\n",
    "# create feature importance dataframes\n",
    "fi_q1_df = pd.DataFrame({'feature': features, 'feat_imp':fi_q1, 'feat_subset': feat_subset_list}) \n",
    "fi_iq_df = pd.DataFrame({'feature': features, 'feat_imp':fi_iq, 'feat_subset': feat_subset_list}) \n",
    "fi_q3_df = pd.DataFrame({'feature': features, 'feat_imp':fi_q3, 'feat_subset': feat_subset_list}) \n",
    "fi_full_df = pd.DataFrame({'feature': features, 'feat_imp':fi_full, 'feat_subset': feat_subset_list}) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "98ea5291",
   "metadata": {},
   "outputs": [],
   "source": [
    "# groupby feature subset to make categorical feature groups\n",
    "q1_fi = fi_q1_df.groupby('feat_subset').sum()\n",
    "iq_fi = fi_iq_df.groupby('feat_subset').sum()\n",
    "q3_fi = fi_q3_df.groupby('feat_subset').sum()\n",
    "full_fi = fi_full_df.groupby('feat_subset').sum()\n",
    "\n",
    "# send to list \n",
    "q1_list = q1_fi.feat_imp.to_list()\n",
    "iq_list = iq_fi.feat_imp.to_list()\n",
    "q3_list = q3_fi.feat_imp.to_list()\n",
    "full_list = full_fi.feat_imp.to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "e5dccf76",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get starts\n",
    "starts_q1 = list(np.cumsum(q1_list))\n",
    "starts_iq = list(np.cumsum(iq_list))\n",
    "starts_q3 = list(np.cumsum(q3_list))\n",
    "starts_full = list(np.cumsum(full_list))\n",
    "\n",
    "starts_q1.insert(0,0)\n",
    "starts_iq.insert(0,0)\n",
    "starts_q3.insert(0,0)\n",
    "starts_full.insert(0,0)\n",
    "\n",
    "q1_tup = [(starts_q1[i], q1_list[i]) for i in range(6)]\n",
    "iq_tup = [(starts_iq[i], iq_list[i]) for i in range(6)]\n",
    "q3_tup = [(starts_q3[i], q3_list[i]) for i in range(6)]\n",
    "full_tup = [(starts_full[i], full_list[i]) for i in range(6)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "3ff8e465",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aAPRs8wyVA6vz88F1bPjtM1wsrvRu+xyVykc46nw6pNu1OiQX9Pw3OWyLtxHub2JhV0/cLIX/Vg6l2HlgWRZ7T9hJHu2Lj1vh4+PW5rAhxgbA7HvcaVnFhU9+yydyWx7uLvB2Zw/qV7CU2v5Y8wx8phaOCmRmZuLt7X1NtpuTk0N0dDTVqlXDw6PwfTs/IeGC99K5Ei7lyunGpNe5cz0nzuW6eMe46667iI+P55VXXuGhhx5izZo1WCwWevfuzd69exkwYMAlBR6A7t2707x5cz799FPHY2+88QYff/yx04eehx9+mI0bNzougHv77bf55ZdfrpvQ80//+te/uPnmm0u7DCkBeccOYbOmEvLwdE5tWUrWvs1412vvWG7PzSIvOcbxu9nNi+BuL2Dx9CVj19dk/LoG/5aFM8dU6PkSZrfr48OeFNqTk0NyQQEfhldl3slkvslIp4tf4XSnGzIzqejiypRKoUxMSmRndhbV3NzZnpXFJ1UjOJKXx4wTx/lv5SrMP5nCwrAwPMxmesYcKXboud5lx2RTcKqA6uOrc3zVcdK3pxPQOgAA9yruVB9XHZPFRNy8OLIOZ+Fe0Z3woeG4+LiQsiGFlI0pBHcOJqR3CG4V3MhNyiXx40QiRkSU6n7BhfctY1cGVf2qcv/997Nq1Sri4uIICwvj/vvvZ8eOHUX66di0L+t+XUbbev9m2eY57Dz8Pc1r3QnA7zFbCfAO5pE7xvDxxhkcTvqD6iH1qeAfxrD7/rpfiM1uY+2upYzq9hYZOaks+SGSIR1fvWbHojh2JtpIyjT4YaA3r32fy/I9BfS5uTDcVfI1saG/N12XZDnap2QbbIixsfVRbw6ctDF6bS7LelqYviWXnwZ7c9xq8OSXOax6yOt8m7yhuIaGKpjIRV0XoeeM2bNnM2bMGF544QWmTZt21nK73c7EiRM5fvw4ZrMZPz8/pk6disVS9JuOjRs3snnzZj777LMijz/11FOOcwEHDhzIJ598wquvvsqaNWvYsGEDJ06cYOfOnfzvf/8jJCSEmJgYXn75ZerWrUt2djajR4/G1dWVjIwMwsPDefHFF1m6dCljxozh7rvvJj09nd27d9OrVy8mT57Mvn376N27N76+vtxyyy1s3bqV4OBgVq5ciYuLy3n7tNvtPP3001gsFkwmEykpKXz00UccP36cp556iqpVq3L8+HEaNWrE88+f/Y3sqVOniImJcYSewYMHO25gdeYYnjl31GKxMHPmTNavX8/YsWOpVasWQUFBHD16FH9/f9555x3c3d1588032bhxI1WrViUxMZEZM2YQGhpKZGQkU6dOpV+/fuzfv5+NGzeycOFCYmNjz9l+8eLF7N+/n5kzZ7JkyRLGjRvH+PHj2bx5s+NOwxs2bOCtt94iLCyM+Ph4pk6dSvXq1R1/s9dee41vvvmG2NhY3n//fZo3b05WVhaPPfYYwcHBWK1W/Pz8mDFjxhU/J+XK5Mb/iUe1wgsqPao3xfrbt0VCT/qOVfg26ULqd+8AYPbwcSwzmS2YzJYzv3B82WTMHt6U7zAEF/+rP+uMXLpfs7Npc/rb3XbePqw4leYIPbuys2l/eiS1rbc3O7OzaeDhSYDFQr5hkGGzUf70a3c1NzesdjsmE/hcxXPHS1vWwSx8GhQeA9+GvqT+kOoIBm6Bbo52JosJk8WExdty1mMAbhXcznqstF1o37IOZlGjRg0Aatas6Qg9Z65V+LvoY3uoG9aMnYc30qrOPUQf+8MReqKP/UGD8NYA3BTWnMPHCkNPcnoCs1YOo1L5CHq0forsvEwCvIOwWFwI8A7mxKmj1+AIXJqtR23cXaPw79uxpgsLd+U5Qo+XqwmKDoDj6waBnibybQZpORDsZeJklkEVPzOuFhOV/UzsP3n5F3SL3Iiuq9Dj6+vL559/TsuWLWnVqhX3339/keULFy5k9+7drFq1CoDevXszd+5cnnnmmSLtfvrpJ6pXr37WnWK9vLy44447HH2tX78eDw8Pvv32W/73v/9htVrp378/f/zxB76+vnz77bcMHDiQrVu3MmXKlHPOFX5mNOq7775jw4YNZGRkEBoaypgxY6hTpw6zZ8/m/vvv57PPPiM4OJiWLVuyfv167rrrrvP2GRwczMaNGx03bJoyZQoAH374IRUqVGDGjBnYbLbzfqifPn06HTt2pG3btnTp0oUHHniAkJAQx37Hx8ezcOFCoHBUaMGCBTzxxBN06dKF9evX8/HHH2MymXjggQd48803GTVqFBUqVOCjjz7Cw8ODTz/9lFdeeYW5c+fy3HPPsXPnTqKjo/n888/ZvHkz3t7e5OTknLN9//79WbhwISNGjHCc3vbaa685fj558iS9evVi9+7dhISEsHr1anr16sXPP//s+Jv5+vqyZs0a3n77bWbPns1HH33E119/TWpqKh999FGRY/ZPubm55ObmAoWnt0nJsudacfUpD4DZ3QtbdmaRZfknYgi49cFzrpex62sq9HoJgOD7x2Lx9CMn9jdS1r5DhR4vXpsdkAtKt9sIdil8G/Exmzll++tDWIbdhvfpAONjtnDKlouryURNd3fujT5MnmHwTuUqANzj60uvmBgsJng6KOja70gJsWXZcA0o/DRr9jRjs9rOapN9JJuCjAI8q3oWWS9lfQoRIyOKtE1amkRQp+vj+Fxo32xZNsf7r4eHh+MGjeeSnZuJn1cg++J30uamfxN9fK9jWVauFQ+3wpEMTzdvsnLSAZj00Pv4ePizesf7fL9nJXfc3IPUzONk52aSZk3mxKl4bLYCLJbr5yNOWo5BqG/hvwd/DxMp2Re+ssDVYqJ+sJk6czLJtcHqh70I9jYRe8rOqRyDo+l2DqbYybcZuF4nQVjkenf9vCKcVrt2bT788EP69u171k2SVq9e7ZgDHKBdu3Z8+eWXZ4Wec12m9MYbb7Bz506OHTvG2rVrHY/fddddAAwaNIioqChycnJ48cXCD1S5ubm4uLhgGMZF5wpv27YtFouFgIAAAgMDOXHiBOHh4QDcdNNNjuuUateuTWJiomN/ztVn69atMZvN/Otf/6JPnz4MHToUgNtuu43p06eTnp5Or169HBeV/dOjjz5Kt27dWLlyJatWrWL06NEsWLCAPn36sHr1apKTkx3bzM3N5eTJk451b731VscFbu3bt+eLL75g1KhRVK1alSeffBI/Pz/i4+NJ/ce5sx06dAD+mqM9Ozv7gu3PZ+vWrQQGBjpCWrt27dixYwfHjh2j4ulrAm6//XYA6tSpw/LlywFo2rQpw4cPp2vXrjz44IPnPTZTp07lpZdeKlYtcuXMHj7Y8wpP2bDnWLF4/jWSk759Jb633HvWOoatgORVr1PuX4OwnB75sXj6AeARfjOp69+7BpVLcfibLVhPTx+aYbfhb/lrlMbPcvayQ7m57M3JYXW16iQXFDA6MYHF4VWZnXyCldWq4WU2Mygulg4+vvhbSu9ahavF4m3BllMYBuxZ9iIjOQD5KfkkfpRI+NBwx2NGgUHcvDhCHgwp0v7YimN4VvfEu/a1uW7iYi60bxZvi+PLpZycHDw9z39aqpe7L3En9hMeXJs8Ww7e7r5/W+ZDzunXj+y8TLw8Cl8HfDwKRxObVL+db3Z+gtlk5r6Wg3lnzYuU961IRMV611XgASjnYSI9t/CzSVqOQXnPCweVvSds7EyycWCoD0mZBg9/ls2GAd5Mu9Od+5ZkERFgplUViwKPyCW4vl4VTrv33nsZOXIk3bt3LzK13j/DzPnmYGjVqhWvvfYaOTk5jguann/+eTZs2MADDzxQpO3fR4MMw8DPz4/Zs2c7HsvMzMRkMl10rvC/92OxWIq17Hx9uru789tvv7FhwwYWL17MSy+9xO7du2nWrBnR0dGsWrWKGTNm8M477/Dll1+etf87d+6kSZMmDBw4kIEDB/Luu+8ybdo0+vTpg2EYdOjQgQkTJgBgs9nI+9uMJ3+f0ePM8c3Ly+Oee+7hu+++o3nz5mzYsIHJkyef9zgWp/35FGdejTPb+vuxrFq1KgcPHmTNmjXMnz+fadOmsWPHDlxcij7Fx40bx4gRI4DCkZ5QnQNcotxD65D+0wp8GtxJTvQvuFf+64uMgrRETiX8yamtn5KfksCpH5fh36onKd+8jVfddnhUqe9oa8/NwuzuRX5yHGZ3n3NtSkpBQ09PFqWk0NXfn01WK008/7q+oJGHJ5utVpp5ebHZaqW7fwBQOOpjMZnwNpvJshf+e3c1mfAym3EzmTADeaU/v85V4VXDi+SvkynXphwZv2XgVeuv42PLsRE3L47Q/qG4+P31OpXwfgL+LfyLhJu0LWnkp+RT5dEq17T+C7nQvnnV8OLQrkOO1+Uz9ww5l4iKN7Fw7Wt0bz2EvXE/Uz2kgWNZtYr12Hv0Z2qGNmRv3M+0qtOR3PxsXC1umM0WDibuJti/8DW8fnhL6oe35FhaHBt+++x8mys1rapYmLE1j36NYM3BAtqEXfzjl5+7CYvZhK87ZOYV/pvoVMuVTrVc2X/SxuwfS2a2MhFndV2GHoAXXniBX375hTlz5vD0008D0KlTJ1auXMmYMWMA2LJlyznnG7/tttto27Yt06ZNK/Jh+8x1Ledz6623kpqayqFDh6hRowbHjh1j4MCBfPXVV465ws8ElNGjR9OtW7crmjrvfH16e3uzZ88eHnnkEe644w6aNGlCbGwsy5Yto23btvTu3ZuOHTued3KHIUOGsG7duiIzqZy5vufee+/l/fffd4SeOXPmUK5cOfr16wcUjrScsXHjRjp06EBOTg6ZmZnnnVf9ny7W/sw87Lt37yYnJ6fIXYFvvfVWkpOTSUpKIiQkhM2bN3PLLbc4RnnOJyoqynFDsC5duhAYGEhmZiYB/7gg2t3dvUhokpLlVrEGFu9yJH00GotfMH4tu3Py6zkEdnyGoC5/jcYlLh6Gf6ue5Mbvxbp3I/mpCWT+9i1etVvj16wrx5aMx+RSeF1D+bueLK3dkX+o5+FBkIsLfWNjqOTiyqDygUxKSuKlkBDa+/jwXWYGfWNjuMndg8anv+0PcS1sn2cYPHH6bt2DypfnkdgYTEAbb2/HKXNlnWdVT1z8XTg85TCu5V0J6hxE/KJ4Kg+oTMraFPKO55HwQeEZAxW7VcTkYiLtxzRyj+WS+kMqfk39CLo7iPj/xeMZ4cnhqYdxC3ajyuDSDz8X2jffxr6kf5/OwoULCQkJcbz/rFy5kiNHjvDnn39irerN3U0eokpgTaw5p/hm58eU9w2hQ6NefPL9TB66bQQNqrbm1yObmLXyOaoE1aJ6SH2OJh/kw42v4+7iiZe7L/3uKPw8sHzzWySkHMbbw4/e7YaV4pE5tyaVLIT4mGi30Eq4v4lRbdx44ots3vm3J6nZBj2XZfHrMRv//iSL0be60amWK2F+Ztr+z0quzWDCbYXvW8O+zmH3MRuBXibm3asZR89IzEwkNbdkZm8r516OSj6VSqRvubauqymrfX19GT9+PM2bNwcgIyODVq1a8eWXXxIREYHdbueFF14gOTkZi8WCj48P06ZNO+vbfCg8bevll1/mwIEDlC9fHpvNxvHjx+nXrx89evRgxowZvPTSS3Tr1o2xY8dy0003AYUX0c+YMYNatWqRmprKhAkTqFGjBtnZ2QwfPpyCggLHXOHPP/88mzZtcowc/Pe//+XHH3/kxRdfpFu3bkyfPp0hQ4bw008/8Z///Ify5cszcuRIKleuzFtvvUV4ePg5+zx06BDPPPMMdevWJTc3F09PT9544w2ioqJ45513qFu3LklJSdxzzz088sgjZ+37iy++yC+//EK1atXIycnh5MmTzJgxg+rVqzsmMoiOjqZixYq4ubkxdepUTCYTkydP5tChQwQGBhITE4Ofnx/vvPMOHh4evP766yxfvpx27dqRkJDAxo0bmTp1KgEBAYwZM4bKlSvz7LPPct999wGct32/fv343//+x6effoqLiwuvvfYaM2fOZMWKFYwfP56xY8fy3XffMXfuXMLDw4mLi2Pq1KnUrFmzyN9s1qxZPProo/z0009MnTqVOnXqMHnyZOrVq0daWhp169Zl1KhRF3zeacpqkXO7lCmrS1NZmLL6RtUjuscFlwcnXf4Xhpfqepmy2tlcL1NWJ2Ym0uXzLuTZSmbky83iRtT9URcNPlFRUSxevJigoCDS09NJTU1l2rRpNGzY8LzrTJkyhWnTprF79+5LnqX4XObNm8fhw4eZPn068+bN45VXXuGjjz5yXDftrIo7ZfV1EXrk+nBmVKy4p6KVdQo9Iuem0CNXSqHH+V0voWfPyT30jupdottc2mUp9QLrnXd5bm4u4eHhREdH4+VVeKrn6NGjadGixVmXVfxTREQEGzZsuCqhJz09vcgZNP+8L6KzKlP36ZHSt3btWqKiooDCSRnOTEwgIiIiIueXk5NDRkYGCQkJ1KxZEyj8ArmgoICHH37YcVuOrVu3MnToULp06VLkC+YPP/yQmJgY9u7dy9NPP81DDz103ltxnO/2LfHx8TzzzDOkp6ezYcOG0jkQ1znnuSGCXJEOHTrw888/8/PPPyvwiIiIiBSTv78/Y8aMoXHjxnTv3p333nuPvLw8/Pz8eO211xztWrduTZcuXc5aPzQ0lPnz57NixQqeeuop4uLiHLfimD17NvPnzyfw9DWQZ27f8u677zJv3jxiYmIclwScudxCzk2hR0RERETkCkyaNIn9+/fToUMHlixZQtWqVVm/fn2x1j1zu4/g4GBq1KjBpk2baNq0KX/88Qddu3blk08+cdyK43y3b5GLU+gREREREbkCO3fuJDQ0lKeeeopvv/2Wp59+mlmzZmEymYrcxiQ/P/+sdc91u5AzU74/9thjLFmyhBYtWlBQUFDs27fI2RR6RERERESuQP/+/YuEGyi8XUhwcDBpaWmOsLNjx46z1t2yZQsAJ06c4PDhw7Rt25aoqCi+//57unTpwsqVKzl69CiZmZl06tSJTZs2FVn3XLdvkbNpIgMRERERkSvQqlUrevToQeXKlcnMzCQvL4///ve/eHl5MWzYMLp3706DBg2oXLkyX331Fe3bt2fLli2kpKRw8OBBnnrqKX777TfeeustwsLCSEhIYPLkyXz11VekpaUxduxYAgICGDRoEIcOHeKxxx7DYrFQuXJlnnrqKWJjY4mMjOTAgQPMnz8fm83GgQMHiIyMpFatWlSuXLm0D1Gp05TVcsPSlNUi56Ypq+VKacpq53e9TFl9vdynR0qPpqwWEREREadWyacSUfdHkZqbWiL9l3Mvp8DjJBR6RERERKTMquRTScFELkoTGYiIiIiIiFNT6BEREREREaem0CMiIiIiIk5NoUdERERERJyaJjIQERERkTIrLS2NrKysEunby8uLgICAEulbri2FHhEREREpk9LS0pgzZw4FBQUl0r+LiwvPPPPMBYNPixYtqF69OgBffPEFTZs2JTQ0lOjoaAYOHMjhw4eZPn16idQnxafQIyIiIiJlUlZWVokFHoCCggKysrIuGHpat25NZGQkABEREYwePZouXbqwdOlSKlWqRPfu3UusPik+hR4RERERkct0JvD8U+vWrXnmmWdIT09nw4YNREZGMnXqVPr27cuhQ4f4/fffmT59Oj/99BPr168nMDCQVatWYbFYyM7OZvTo0bi6upKRkUF4eDgvvvjiNd4z56KJDERERERErrLw8HBGjBjh+P25556jY8eOHD9+nBUrVjB37lz69evHgAED+PHHH0lLS2PdunUATJkyhaCgIGbOnMn8+fP5+uuvWbNmTWntilPQSI+IiIiIyDXSpk0bAGrUqIGPjw916tQBoGbNmiQmJgKwevVqQkNDGTZsGADly5cnISGhVOp1Fgo9IiIiIiLXiLu7OwAmk8nx85nf7XY7AIZh0KtXL/r27QtAfn6+Y5lcHp3eJiIiIiJyHbn33nv59ttvHb+PHj2abdu2lWJFZZ9GekRERESkTPLy8sLFxaVEp6z28vIqVtvx48eTkpLCvHnzCA8PJyAggMjISA4cOMD8+fOpWLEi27Zt4+jRo7Rp04ZXX32VlJQUIiMjqVWrlmNZy5YtGTduHMOHD2fw4MF4eXkRHh7ObbfdViL7eKMwGYZhlHYRIqXBarXi4+MDQNjw5ZjdPEq5IpHrw+rPny/tEoql1zh9b3e96hHd44LLg5Ou3Ye3p0O6XbNt3UiseQY+UzMAyMzMxNvb+5psNycnh+joaKpVq4aHR+H7tm5OemM713PiXPSOISIiIiJlVkBAgIKJXJSu6REREREREaem0CMiIiIiIk5NoUdERERERJyaQo+IiIiIiDg1TWQgIiIiImVWRkoOOZn5JdK3h48rvuU1u6szUOgRERERkTIpIyWHjyb+iK3AXiL9W1zMPPxyqwsGnxYtWlC9enUAvvjiC5o2bUpoaCjR0dH85z//oX379iVSW0lZtmwZEydOZMyYMQwYMKC0y7lqFHpEREREpEzKycwvscADYCuwk5OZf8HQ07p1ayIjIwGIiIhg9OjRdOnShaVLl+Lm5lZitZWUnj178uWXX5Z2GVedrukREREREblMZwLPP91111288847DB8+nIceeoiPPvoIgKVLl1KnTh0ef/xxnn32WTp27Mjzzz+PYRgA7N69m549ezJixAgeeOABduzY4ehz3Lhx3H333Tz77LM8/vjj1KlTh6VLlzJu3DgCAgJ46aWX6NKlC15eXuzatYtx48bRp08fhg8fTv/+/cnMzATglVdewdfXl0mTJjF06FDatm3LJ598UqT+P/74g+7du1O7dm0WLFgAwLRp0zCbzYwcORKA9957j5o1a7Jq1aqre1BLgEZ6RERERESusueee44mTZowYsQI8vPzqVWrFg0aNKB3796sXr2anJwc3n33Xex2O61bt2b58uXcf//9dOvWjWXLlnHLLbewd+9e7rnnHvbt28d3333Hl19+ya5duzCbzfTr14/WrVvTu3dvevfuzdatW8nIyCAqKopVq1YRGBhI3bp1mTJlCiaTienTp/PWW28xZswYXnzxRd577z2qVq3KSy+9xIkTJ6hduzZt27YlLCwMgISEBD777DP+/PNP7rzzTgYPHszYsWNZt24dTZs2BaBVq1YMGDCA++67rzQPdbFopEdERERE5CpbvXo1bdq0AcDV1ZVmzZrx9ddfO5afWWY2m2nXrh1r165l3759JCQkcMsttwBw0003kZWVxe7du1m3bh1t2rTBbDYXWf/v7rrrLgDuu+8+wsLCCA4OZuDAgTz33HOsXbuW/fv3F2l/po/g4GBq1KjBpk2bHMtuu+02AGrVqkViYqLj8WeeeYY5c+YA8O677/LYY49dwVG6djTSIwKcWDkVk9lS2mU4rVaJe0q7BAB+rmUq7RLKhJaehf+vlFWpdAu5mCl5pV2BU3DLDbzqff4f35x3WTX37cBrV32b57Pmmm3pxlJgN0q7hDLnzOlrZ5hMprOW/bPNxZb9k7u7u+PnuLg4unfvzpEjRwgJCWHRokVs2LDhojX8sy+LxVJkWZcuXRg2bBjfffcdubm5VKxY8aJ1XQ8UekSA4K7jMLtpSsqS8tbnz5d2CQD0GqaXvEvRI7pHaZcg10Bw0m3XdHtPh3S7ptuTkmHNM/CZmlHaZVzXOnbsyKZNm2jZsiX5+fns2LGDF1980bF8y5YtPP744xiGwQ8//MCoUaOoW7cuISEh7Nixg6ZNm/Lnn3/i6elJw4YNOXHiBOPHj8dut2M2m9m6desFt3/q1CkMw8DX1xeA2NjYs9ps2bKF2rVrc+LECQ4fPkzbtm0vul9ms5knn3yS3r17l6kJD/QJQERERETkCo0fP56UlBTmzZtHeHg4s2fPZvjw4QwbNoxjx47x8ssv07hxY0d7Ly8vhg8fzt69e7ntttt44IEHMJlMrFixgldffZXw8HBiY2NZsWIFnp6edOnShc2bN9OxY0fq16+Ph4cHdnvhzHULFy7kwIEDREZG4uLiQtu2bWnQoAFPPvkknTt3pkWLFuzdu5dDhw4RFRVFly5dADh69CjPPvssO3fu5K233iIsLIxVq1axbds2jh49Sps2bfjwww8BePHFF3nllVcAGDhwIMuWLaNly5bX9iBfAZNRnLEyESdktVrx8fEBIGz4co30lKDV18tIzzh9z3MpNNJzY9BIj1yOv4/0ZGZm4u3tfU22m5OTQ3R0NNWqVcPDw+O6uE/P5RgwYADt27e/pPvg5Obmsn37dsdozKhRo6hevTpPPvnkZdUQERHBhg0biIiIKPY6SUlJ+Pr68v3333PixAn69et3Wdu+mv75nDgffQIQERERkTLJt7wHD7/cipzM/BLp38PH9aoHnqVLl7J161ZiYmJo1KgRTZo0KdZ6drudKVOmUKdOHfLz8zEMg8GDB19WDa+88gonT57khRde4N133y12aN28eTPvvvsu5cuX5/3337+sbZcWjfTIDUsjPdeORnrKJo303Bg00iOX43oZ6REp7nNCU1aLiIiIiIhTU+gRERERERGnptAjIiIiIiJOTaFHREREREScmq7qFREREZGyKy0Osk6WTN9egRAQVjJ9yzWl0CMiIiIiZVNaHMxpCgW5JdO/izs8s+OCwadFixZUr14dgC+++IKmTZsSGhpKdHQ0//nPf2jfvn3J1Hba7t27efLJJ9m8eTPfffcd48aNo3PnzkyePLlEt1vWKPSIiIiISNmUdbLkAg8U9p118oKhp3Xr1kRGRgKFN/wcPXo0Xbp0YenSpbi5uZVcbafVr1+fDz/8EIA777yTzp07l/g2yyKFHhERERGRy3Qm8PzTXXfdxfDhw1m2bBlJSUl06dKFhx9+mKVLlzJx4kRuv/12PDw82L9/Pw0aNOD111/HZDIxadIkEhIS8PHxITo6mo8//hgvLy+WLVvG//3f/1GpUiVOnDjBrFmzCA4OZuTIkURGRqJbb16YQo+IiIiIyFX23HPP0aRJE0aMGEF+fj61atWiQYMG9O7dm9WrV5OTk8O7776L3W6ndevWLF++nDvvvJNZs2aRmpqKxWJhzpw5FBQUsG/fPoYNG8ahQ4fw8PBg7ty5PPnkkyxfvpzZs2efN3jJXzR7m4iIiIjIVbZ69WratGkDgKurK82aNePrr792LD+zzGw2065dO9auXUtAQABNmzalZcuWREZG0rt3b/z8/Pj2229p2LAhHh4eALRr147Vq1drdOcSKPSIiIiIiJSwfwYUk8l01jKz2cz69euZO3cuhw4don79+hw4cOCsdQ3DUOC5RAo9IiIiIiJXWceOHdm0aRMA+fn57Nixg3vuucexfMuWLUBhgPnhhx/o0KEDiYmJTJ8+nebNm/Pmm2/Spk0b9uzZw1133cWvv/5KTk6OY92OHTsWCU5yYbqmR0RERETkCo0fP56UlBTmzZtHeHg4s2fPZvjw4QwbNoxjx47x8ssv07hxY0d7Ly8vhg8fzt69e7ntttt44IEHSEtLY+PGjcTFxWE2mylfvjydOnXCzc2NmTNn0r9/f0JDQzl27Bhz584FYOTIkQCMHj2ae+65h6+++gqA9u3bl/h02WWJQo+IiIiIlE1egYX30inJ+/R4BRar6ZQpU5gyZUqRxz744IPztm/RogUDBgwo8li5cuX48ssvz9n+wQcf5MEHHzzr8RkzZjBjxgzH7z/99FOx6r3RKPSIiIiISNkUEFZ489CskyXTv1fgBe/RczmWLl3K1q1biYmJoVGjRjRp0uSq9i/nptAjIiIiImVXQNhVDyYlqXfv3vTu3bu0y7jhaCIDERERERFxago9IiIiIlKmaLpmOaO4zwWd3iYiIiIiZYKrqysmk4kTJ04QHBysKZtvcIZhcOLECUwmE66urhdsq9AjIiIiImWCxWKhSpUqHD16lCNHjpR2OXIdMJlMVKlSBYvFcsF2Cj0iIiIiUmb4+PhQq1Yt8vPzS7sUuQ64urpeNPCAQo+IiIiIlDEWi6VYH3RFztBEBiIiIiIi4tQUekRERERExKkp9IiIiIiIiFNT6BEREREREaem0CMiIiIiIk5NoUdERERERJyapqwuBZs2bWLy5Mns3r2bUaNGMWrUKFJSUhg+fDjvv/8+jz/+ODNnzuTQoUM8+eSTbN68+YL97dq1i+eff54qVaqwaNGii27fbrcTGRnJDz/8QPny5SkoKODEiRP069eP3r17X6W9lCuRuu49chP3YfELJqjzMEyWwrsM56cmcuLzqeSfjCPs2Y8xu3kCkPLdfPKSDmL29CXo3hGY3b1Ks/xim378OLtzsqnk4sprlSrhdvrO2gWGwcSkRGLz86nn7sH4ihVJyM9nXGICAOl2O1VcXflv5SqMSIgnuaCAXMNgRHAwLb28S3OXikhckkj24Wxcy7tSeXBlzC6F3zPlHs8lbk4cuQm51J1TF4tH4bSrOUdzSFqShD3fTkCrAMrfUR4AW46N/aP2U/nRyvg19iu1/SnLvvnmG+Lj4/H396dr166OqW4PHDjA999/j8lkIiQkhM6dOwNw/PhxvvnmGwoKCmjQoAHNmjXj008/xWq1YhgGHTt2JDQ0tDR3qcR8tnUeMcf3Us6nIn3bj8Ll9OuPzW7j441vkJyeQFhQLR5o8wwACSnRfLZ1HgW2PJrV/Bdt6/2b+d9MJjM7FcMweKDNM4QH1y7NXbqqnv8mh23xNsL9TSzs6ombpfB166sD+bz6fR5mEzQOMTOns6djna1xBdz6vywyxvni42bik9/yidyWh7sLvN3Zg/oVNPWySEnTSE8paNu2LX379iU8PJxRo0YBUL58eV566SUAZsyYgbe3N/Xr1+fDDz+8aH+NGzemb9++xd7+0KFD+f3331m+fDkLFixg0aJFDBw4kLlz517eDslVlXfsEDZrKiEPT8ctMJysfX+FXotPOUL6TMU9tI7jsdzE/diz0wl5+D9433Q7GTu/Ko2yL9menBySCwr4MLwqNdzd+CYj3bFsQ2YmFV1c+TC8KjmGnZ3ZWYS6urI4vCqLw6tyj68vd/r4AvCfSqG8H16VmaGVmXfyZGntzlmyY7IpOFVA9fHVcQ91J337X/vn6u9KtbHV8KzhWWSdY8uOEfZ0GNXHVXcEHoCT357Es2rRtlJ8iYmJZGZmMnDgQIKCgtizZ49jWYUKFRg4cCCDBg0iOzub+Ph4AL777jt69uzJgAEDaNasGQB33XUXAwcOpGvXrmzYsKE0dqXExSUfICMrheFdIwkpV5Wdh793LPs9ZisB3sEM7xpJXkEuh5P+AGDVtgU8etdEht03i7b1/g1At1aPM7xrJA+3H8WXPy8qjV0pETsTbSRlGvww0Jt6QRaW7ylwLGtQwcL3A73YNMiblGyD7fE2x7I3f8qjaaXCj1wFdoPpW3L5YaAXH3f3ZNx3udd8P0RuRBrpuY6NHDmSyMhIDMMA4Pvvv2f8+PE0aNCA2rVrM3LkSJ577jlmz54N4HhT37lzJ82aNWPBggVn9XnkyBHmzp1LQkICZvNfmbdHjx54eRWODowbN465c+cyfPhwtm/fzrp169iyZQsmk4nXX3+dSpUqERMTw/Dhw2ndujV2u52JEydy6tQpDMPAYrEwc+ZMNm3axBNPPEGDBg3w9fXll19+oXnz5ixYsIBTp05xzz33kJSUxKBBg/jmm28wDIOoqCjKlSt33j4tFguTJk0iISEBHx8foqOj+fjjjwF47LHHCA4Oxmq14ufnx4wZM0r4L1QycuP/xKNaEwA8qjfF+tu3eNdrD4DZ1eOs9gVpSbhVqAaAW0gNrH+sAx64VuVetl+zs2njXTgq087bhxWn0uji5w/Aruxs2vv4ANDW25ud2dk08fxr9GpdZiYLqoQB4Hp6dMhqt1Hb3f1a7sIFZR3MwqdB4T74NvQl9YdUAloHAGB2P/v7przjeRg2g6PvHMUoMKjUpxLuoe7Ysm3kHs09KyBJ8R09epQaNWoAULNmTXbt2sXNN98MgL+/v6OdxWLBbDaTmpqKzWbjs88+w2az0bFjR4KCgihXrhwAZrO5yOunM4k+toe6YYUhr15Yc37c9zXNa915etkfNAhvDcBNYc05fOwP/LzKYbPbWLxuKgW2fB649WlCyoUT5Fc4CmYxu2A2Oc8oxtajNu6uUbg/HWu6sHBXHn1uLhwJC/f/6znhajFxemCXTbEFNKxgITGj8L38ZJZBFT8zrhYTlf1M7D9pv7Y7IXKDUugpRYcPH+bBBx90/G61Wossnz17NpGRkQDk5eXx0EMP8fnnn9O8eXPWrVvnaHPGrl27+O2333BzcyM8PJwDBw5Qq1atIn1u376dgIAAQkJCijxuMpkcp3VMnTqVrVu3kpGRQVRUFKtWrSIwMJD27duzbt06qlatyoEDB7jjjjuIjY1l4cKFxMfHs3DhQgAefvhhFixYwBNPPMHYsWN59dVX+e2333B1dXWsW6tWLZYsWUKtWrXo0aMHEydOpFevXixfvpzHHnvsvH327NmTWbNmkZqaisViYc6cORQUFLB27VpSU1P56KOPAJgyZco5j3lubi65ubnnPN7XC3uuFVefwm/5ze5e2LIzL9jeNTAM6x/r8W3ejZwju7DnXJ/79U/pdhvBLoUvQT5mM6dsf73xZ9hteJ/+UOljtnDK9tc3oUfy8ihvseD3tztxD4iN5VBeLlMqVbpG1V+cLcuGa0DhhyGzpxmb1XbB9gXpBeQk5FDrtVrkn8wncUkiESMiOPnNScp3KE/m7xd+Hsj55eTk4OtbODLo4eFBdnb2WW0SEhLIysqiUqVKxMXFceLECZ566ilOnTrFmjVrePjhhx1tv/32W2699dZrVv+1lJ2bib9XIACebt5YczMcy7JyrXi4eTmWZeWkk56VSmLqEV7o9R6pmcf5bOtcnuo81bHO5z++Q4dGva7tTpSgtByDUN/C1yZ/DxMp2cZZbXYk2EjOMmhSqfA1KnJbHv+7z5M1hwpHhYK9TcSesnMqx+Boup2DKXbybQaup0+TE5GSodBTiqpXr86SJUscvx85coSoqKhztv3zzz9JSUmhefPmALRp0+asNs2bN8fT09PRd2Ji4lmh58yo0d8tXLiQH374gd27d/PDDz84+rjrrrsAuO+++/j999+Jj49n1qxZjvWqVKlCcnIyq1evJjk5mWHDhgGFweLk304zulBdQUFB1K9fH4A6deqQmJgIcN4+AwICaNq0KS1btuSRRx6hT58++Pn50bRpU4YPH07Xrl158MEHGTly5DmP49SpUx2nEV6vzB4+2POyALDnWLF4+lywvVuFarhXqcexT8bhXqk2Fu+Aa1DllfM3W7DaC4NOht2Gv+Wvb0n9LOdf9nVGOvec/gB7xqLwcBLy83k6/ijtvC98vK4Vi7cFW05h0LFn2bF4X/jbbrOXGc8ITyyeFixVLNgybNiybOTE5VChawWFnivg4eHh+LIjJyfH8Xp0Rnp6Ol9//bXjmkYPDw9CQ0Nxd3enQoUKZGVlOdquX7+eypUrEx4efu124BrycvclJ79wf7PyMvF29/3bMh9yTr82Zedl4uXhh5e7D+HBtfF088azfDWsOacc7b/cvoiICjdRo9LN13YnSlA5DxPpuYXvo2k5BuU9iwaVo+l2nvs6hxW9C59jG48U0KiiBV/3v9qZTSam3enOfUuyiAgw06qKRYFH5BpQ6CkjDMPAZLrwi6L7307tsVgs2O1nD5m3aNGCtLQ0EhMTqXT6W/GBAwdyxx13UK1aNWw22zn7MwwDu93OrFmzHHVYrVa8vLwwDIMOHTowYcIEAGw2G3l5ecWq63zLzten2Wxm/fr1bN++nQ8++ID69euzefNmatWqxcGDB1mzZg3z589n2rRp7NixAxeXok/xcePGMWLECEf91+OFyO6hdUj/aQU+De4kJ/oX3CvXu+g6/q164t+qJ5m/rcX19Klu17uGnp4sSkmhq78/m6zWIqevNfLwZLPVSjMvLzZbrXT3D3AsW5+ZybunT20zDIMCCk9x8zKb8bmOTjnyquFF8tfJlGtTjozfMvCqdeHJJdwrumPLsGEUGBSkF2D2NJObmEt+Sj5H3jhC3vE8MnZl4BnuiWt512u0F86hSpUqbN26lUaNGnHw4EHCwsIcy/Ly8vi///s/unTpgvfp0y0DAwOxWq3YbDasVqvjdWr37t2kp6fTtWvXUtmPayGi4k2s+3UZLWvfzd64n6ke0sCxrFrFeuw9+jM1QxuyN+5nWtXpSLB/FTJzTmGzFZCenYqHW+Ex/Gn/t6RZT/Bw+1GltSslolUVCzO25tGvEaw5WECbsL/eYzLzDPr8XzbzungQ7F34WvTrMRvfRRewKbaA3cdsDFqZzac9vehUy5VOtVzZf9LG7B/zzrc5EbmKrp9PCHJBdevWpVy5cmzfvh2ArVu3XlY/ERERPPnkk7zwwgtFwkdOTs5Ftx8WFua4eDc7O5tOnToBcO+997J27VpH2zlz5rBs2bLLqu+M8/WZmJjI9OnTad68OW+++SZt2rRhz549REVF8f3339OlSxdWrlzJ0aNHycw8+5txd3d3/Pz8HP9dj9wq1sDiXY6kj0aTdzIWrzq3cvLrOQDYcjI5tuQF8o9Hc/z/Xib70M8AJH08lmNLXiDvxBG8691emuUXWz0PD4JcXOgbG8Oh3Dzu8vVlUlISAO19fEgqyKdvbAzuJjONT38zfyQvjwCLBf/Tp7YVAIPjYhkQG8vQ+KMMDwourd05i2dVT1z8XTg85TC5Cbn4NfMjflHhRfI2q43o6dHkxOUQOzuWjN0ZmCwmAu8JJPo/0cS+HUtIzxC8anhRY2INIp6PwL+1PxW6VVDguQyVKlXCx8eHhQsXkpycTL169fjiiy8A2LZtG6mpqXz11VcsWrSII0eOYDabad26NYsXL2bZsmV06NABgFWrVnHy5EkWLVrEypUrS3OXSkxYUC18vcoza+VzJKXG0LhaOz75fiYADaq2JtV6nFkrn8PVxZ3qIfWxmC386+YHiIwayf/Wvsx9LQcD8PHGGRxLi2P2qhF8sH56ae7SVdWkkoUQHxPtFlrZk2yjRz0Xnvii8HTJ/27L41CqnWe+yqH9IisbjxTwbEt31vf35uu+3jSsaOF/XQtfy4Z9ncO/Flt5YV0ur9xx/VyLKOLMTMa5zneSElXcKasnTpzIzJkzGTVqFNOnT3dMZHDzzTdTt25dRo0aRV5eHnv37mXo0KHEx8czY8YMUlJSGDNmDC1atGD+/PkEBQUV2f6ZEZstW7YQFBSE2WwmNjaWbt26MWjQIBYvXsyECRNo0aIFI0eOpG3btkDht5wTJkygRo0anDp1iqeeeopmzZo5Jh2Ijo6mYsWKuLm5MXXqVP78888L1jVy5EhWrFjBK6+8QqtWrRg6dCgAkZGRtGzZ8px9pqWl0bdvX6pXr47ZbCYzM5O5c+eyc+dOJk+eTL169UhLS3McnwuxWq34nL5YPmz4csxuZ08SIFfH6s+fL+0SAOg1ToPbl6JHdI/SLkGugeCk267p9p4O6XZNtyclw5pn4DO18JqvzMxMx0ipyPVKoacM+e6777jzzsJZdP744w8GDRrEtm3bSrmqskuh59pR6CmbFHpuDAo9cjkUeqSs0SeAMmTbtm28//77BAUFER8fz3vvvVfaJYmIiIiIXPcUesqQ8ePHl3YJIiIiIiJljiYyEBERERERp6bQIyIiIiIiTk2hR0REREREnJpCj4iIiIiIODWFHhERERERcWoKPSIiIiIi4tQUekRERERExKmVWOiJjIwsqa5FRERERESKrdg3J42Njb2kjufPn89zzz13yQWJiIiIiIhcTcUOPREREZhMppKsRURERERE5KordugJCwvj5ZdfLlZbwzCYPHny5dYkIiIiIiJy1RQ79LRu3Zr+/fsXu+Ovv/76sgoSERERERG5moo9kcGSJUsuqeNLbS8iIiIiIlISrmj2trS0NF577TXuvPNObr/9dgDeeecddu7ceVWKExERERERuVLFPr3tn44cOUK7du2Ij4/H398fHx8fAEwmE/feey/Lly/n1ltvvWqFioiIiIiIXI7LHukZPXo0bdu2JTY2ltTUVIKCggB4/PHH+eyzzzSRgYiIiIiIXBcue6Tn559/5uDBg5jNhbnp79NZt2rVitTU1CuvTkRERERE5Apd9kiPi4uLI/CcS3Jy8uV2LSIiIiIictVcdugJCgpi3rx551y2ePFiqlSpctlFiYiIiIiIXC2XfXrbpEmTuPfee3n77bdp06YNSUlJjBw5kp07d/LDDz/oPj0iIiIiInJduOyRnnvuuYfPPvuMzMxM3nnnHZKSkpg1axZHjhzhs88+484777yadYqIiIiIiFyWyx7pAbjvvvu477772L9/P8nJyQQFBVG7du2rVZuIiIiIiMgVu6Kbk55Ru3Ztbr311iKB55NPPrkaXYuIiIiIiFyRqxJ6zuX1118vqa5FRERERESKrdint5nN5iL34hERERERESkLih16KlasyJAhQxy/22w25s+fT4MGDbj55pvx9/cnLS2N3bt3s337doYOHVoiBYuIiIiIiFyKYoeeBg0aMGnSJMfvEyZM4J133uG+++47q+3KlStZu3bt1alQRERERETkChT7mp5vv/22yO9r1649Z+AB6Nq1Kz/++OOVVSYiIiIiInIVXPZEBocPH6agoOCcy/Ly8oiJibnsokRERERERK6Wyw499evXp3v37vz5559FHt+zZw89evSgQYMGV1yciIiIiIjIlbrsm5NGRkZy5513Ur9+fTw9PSlXrhypqalkZ2cTGBjI+vXrr2adIiIiIiIil+WyQ0/Dhg05cOAAM2fOZMuWLSQkJFCnTh3atGnD8OHDCQgIuIplioiIiIiIXB6TYRhGaRchUhqsVis+Pj4AeFRvislsKeWKnF+rxD2lXcI18XMt3dPselUpq1JplwCAW25gaZdwQdXct5d2CXKdK7AbrD5oAyAzMxNvb+9Srkjkwi57pOcMq9XK1q1bOXHiBMHBwbRu3VpPfClzgruOw+zmUdplOL23Pn++tEu4JnoNu+KXVikhPaJ7lHYJAAQn3VbaJVzQ0yHdSrsEuc5Z8wx8pmaUdhkixXZF78xz585l3LhxZGT89aT39fVl2rRpRW5kKiIiIiIiUlouO/R8+umnPPvss3Tu3JnWrVsTGBjIyZMn2bp1K88++yyBgYH07NnzatYqIiIiIiJyyS479Lz++ut89tln/Pvf/z5rWVRUFJMnT1boERERERGRUnfZ9+lJT08/Z+AB6NKlC+np6ZddlIiIiIiIyNVy2aEnJyeH8038ZrPZyM3NveyiRERERERErpbLDj2tWrViwIABpKSkFHk8JSWFwYMH06pVqysuTkRERERE5Epd9jU9U6ZMoVWrVixdupTq1atTvnx5UlJSOHz4MH5+fvz4449Xs04REREREZHLctkjPTVq1GDHjh08+OCDpKWl8dNPP5GWlsZDDz3E9u3bqV69+tWsU0RERERE5LJc0kjPL7/8wi233OL4PTw8nEWLFp2z7YEDB6hVq9YVFSciIiIiInKlLmmkZ/DgwcVu27t370suRkRERERE5Gq7pJGemJgYBg0aVKy2sbGxl1WQiIiIiIjI1XRJoSc1NZXFixefd6rqvzOZTJddlIiIiIiIyNVySae3rVy5kubNm9OzZ09+++037Hb7ef9r2LBhSdUsIiIiIiJSbJcUev7973/z448/8sgjjzBo0CBH+DmX/v37X5UCRURERERErsRlTVndpUsXtm3bRr9+/Rg8eDDdu3dn165dRdoMGzbsKpQnIiIiIiJyZS77Pj1QOPKzbds2Bg4cyBNPPEHXrl355ZdfrlZtIiIiIiIiV+yKQs8Z//73v/nggw84cOAAzZs3Z8uWLVejWxERERERkSt2xaFn//799OvXjwYNGvDnn3/SqVMnqlevfjVqExERERERuWKXHXr279/PI488Qv369fnwww/p1KkT27dvJyoqipCQkKtZo4iIiIiIyGW7pPv0AOzbt49XXnmFpUuXYrfb6dq1KxMnTqRx48ZF2uXm5uLu7n616hQREREREbkslxR6Hn74YT799FMMw6Bbt25MnDiRm2+++ZxtW7durUkNRERERESk1F1S6Pnkk08wmUz06NGDBg0asGLFClasWHFWO8MwSEpKumpFioiIiIiIXK5LCj0VK1ZkyJAhQGGwERERERERud5dUugJCQlh0qRJxWr7+eefX049IiIiIiIiV9Ulzd72xRdfFLvt1q1bL7kYERERERGRq+2SQk+VKlWK3dbDw+OSixEREREREbnarvjmpCIiIiIiItczhR4REREREXFqCj0iIiIiIuLUFHpERERERMSpKfSIiIiIiIhTU+gRERERERGndkk3J3Vm3377Lf/5z3/4/vvv2b9/PxEREUWW33vvvezatYunn36a8ePHF6vP+Ph4nnnmGVJTU9mwYcNVrXfDhg1Mnjz5svq12+1ERkbyww8/UL58eQoKCjhx4gT9+vWjd+/eV7VOuTSp694jN3EfFr9ggjoPw2RxBSA/NZETn08l/2QcYc9+jNnNE4CU7+aTl3QQs6cvQfeOwOzuxfEVr2HPzihc73g0YcOWltr+lKTpx4+zOyebSi6uvFapEm4mEwCxeXkMS4jncF4em2vWwttsJiE/n3GJCRiAh9nMG5VC8bNYGJEQT3JBAbmGwYjgYFp6eZfuTl1DiUsSyT6cjWt5VyoProzZpfA7sIxfMzj+xXFMJhMe4R6EPhJK3sk8jr57FACzm5mwIWFYvC3Evh1LwakCjDyDir0q4nOTT2nu0hX75ptviI+Px9/fn65du2KxWIDC18xVq1aRmppKSEgInTp14tSpU6xYsQKAnJwcypUr53j9zMvLIzIykq5du1K7du0rqumzrfOIOb6Xcj4V6dt+FC6nXxNsdhsfb3yD5PQEwoJq8UCbZwBYuW0BBxJ2AfDArU8TUfEmAHLzs5n08cM83H4UN1dtfUU13Qie/yaHbfE2wv1NLOzqiZul8PXl20MFvLQxF4Bq5cws6uqBxWwqzVJFpJg00nPaXXfdRd++fQkPD+e1114rsuznn39m//791KpVq9iBB6By5co899xzV7vUKzZ06FB+//13li9fzoIFC1i0aBEDBw5k7ty5pV3aDS3v2CFs1lRCHp6OW2A4Wfs2O5ZZfMoR0mcq7qF1HI/lJu7Hnp1OyMP/wfum28nY+RUAFbq9QEifaQTc9gietZzzw82enBySCwr4MLwqNdzd+CYj3bEs2MWFxWHhNPrbvcJ8zGYiK1fh/fCqdPDxZdmpNAD+UymU98OrMjO0MvNOnrzWu1FqsmOyKThVQPXx1XEPdSd9+1/Hz72KO9XHVaf6C9WxWW1kHc7C4mEhfGg41cdVx6+pHykbUwAIezyM6uOqE/Z0GCdWnSit3bkqEhMTyczMZODAgQQFBbFnzx7Hsn379uHn58fAgQPJz88nLi4Of39/BgwYwIABA6hXrx516vz1b3Pbtm1UqlTpimuKSz5ARlYKw7tGElKuKjsPf+9Y9nvMVgK8gxneNZK8glwOJ/2BNSedAwm7eL7bHPr9ayzf7PrE0X7Db58RFnRlAexGsTPRRlKmwQ8DvakXZGH5ngLHstsjLGwa5M2mQd64mGFLnK0UKxWRS6GRnn8YO3Yszz77LC+88IJjtOftt9/mscce46uvvnK0i4mJYcyYMYSGhhIXF8fjjz/OXXfdBcB///tfli9fzk033YS/v3+R/j/99FNWr15NYGAgCQkJzJgxAy8vL+655x6SkpIYNGgQq1atwmazsWbNGgYMGEBERARZWVm0atWKIUOGcPLkSWbOnMn+/fsZMmQIzZs359FHHz1n3/984z1y5Ahz584lISEBs/mvzNujRw+8vLwAGDduHHPnzmX48OFs376ddevWsWXLFkwmE6+//jqVKlUiJiaG4cOH07p1a+x2OxMnTuTUqVMYhoHFYmHmzJls2rSJJ554ggYNGuDr68svv/xC8+bNWbBgAadOnSqyz9988w2GYRAVFUW5cuXO26fFYmHSpEkkJCTg4+NDdHQ0H3/8MQCPPfYYwcHBWK1W/Pz8mDFjxlV/fpSk3Pg/8ajWBACP6k2x/vYt3vXaA2B2PftmvwVpSbhVqAaAW0gNrH+sAx5wLM/6cxPedduUeN2l4dfsbNp4F47KtPP2YcWpNLr4Ff5b8zSf/V2O3+lv7AFcTOBC4TezrqdHh6x2G7Xd3Uu67OtG1sEsfBoUjsr4NvQl9YdUAloHAOAW6OZoZ7KYMFlMWLwtZz0GYHIp/L89245HlbJ9Q+qjR49So0YNAGrWrMmuXbu4+eabHcvOjNjUrFmTuLg4wsLCHOvu27ePRx55BIDc3FyOHz9+STfzPp/oY3uoG9YMgHphzflx39c0r3Xn6WV/0CC88EuNm8Kac/jYH1QNroO3hx82WwHZuZn4eAQAkJ1nJSEl2jHqIxe29aiNu2sUPuc71nRh4a48+txcOMJ2ZsTHMAwMo3C0R0TKBoWef6hZsyY9e/bktddeY/78+fz88880aNAANze3Iu369u3L8OHD6d69OykpKdStW5dff/2V5ORkXn31VY4cOYKnpycTJ050rLNv3z4mTZrE77//jsViYf78+YwYMYJPPvmEJUuWUKtWLe677z4mTpzIW2+9hclk4plnnqFz584ANGzYkPvuu4/Q0FBGjBjB5MmTmTdv3kX7/rvt27cTEBBASEhIkcdNJpNjO1OnTmXr1q1kZGQQFRXFqlWrCAwMpH379qxbt46qVaty4MAB7rjjDmJjY1m4cCHx8fEsXLgQgIcffpgFCxbwxBNPMHbsWF599VV+++03XF1dHevWqlXLsc89evRg4sSJ9OrVi+XLl/PYY4+dt8+ePXsya9YsUlNTsVgszJkzh4KCAtauXUtqaiofffQRAFOmTDnn3zc3N5fc3MJTE6xW66U/QUqQPdeKq095AMzuXtiyMy/Y3jUwDOsf6/Ft3o2cI7uw5/y1P4ZhkBPzK+XuGFSiNZeWdLuNYJfCly8fs5lTNnux1suw2fg0LY13qvz1gXVAbCyH8nKZchW+mS8rbFk2XAMKP8SZPc3YrGd/W519JJuCjAI8q3oWWS9lfQoRIyMcj0VPiyYnIYcqg6/8Q35pysnJwdfXFwAPDw+ys7OLLHM/HYr/uezkyZN4e3vjcXpk8ccff6R58+YcPnz4imvKzs3E3ysQAE83b6y5GY5lWblWPNy8HMuyctKxWFyoVC6Cl5cOoMCWx1OdpwKFozy3NbifP4/uuOKabgRpOQahvoVhxt/DREq2UWT5B7/mMXVTHtXKmQn20qltImWFQs85vPjiizRs2JAXXniBt99+mzlz5vC///3PsTwjI4NNmzaxfPlyAMqXL094eDjff/89x44d45ZbbsHTs/CDQps2bfj++8JTEr799lvy8/MZOXIkAOnp6eTn5zv6DQoKonHjxgA8/fTT5Obmsm3bNj7//HO8vLxISUnh0KFDhIaGnlXzxfo+wzCMsx5buHAhP/zwA7t37+aHH35w1H5m5Oq+++7j999/Jz4+nlmzZjnWq1KlCsnJyaxevZrk5GSGDRsGFAaLk387Vah58+aOPqtXr05iYiK1atVy7HP9+vUBqFOnDomJiQDn7TMgIICmTZvSsmVLHnnkEfr06YOfnx9NmzZl+PDhdO3alQcffNBxHP5p6tSpvPTSS+dcVtrMHj7Y87IAsOdYsXhe+PoItwrVcK9Sj2OfjMO9Um0s3gGOZbnxe3ELqeW4JsjZ+JstWO2FQSfDbsPfcvFvW/MNg1GJCYwKroD/30Z+FoWHk5Cfz9PxR2nnXbavSSkui7cFW05h0LFn2YuM5ADkp+ST+FEi4UPDHY8ZBQZx8+IIeTCkSPtqY6uRdzKP2Nmx+Db0vTY7UAI8PDwcX4jk5OQ4XrMutuyPP/6gXr16jmXHjx/n9ttvvyqhx8vdl5z8wteErLxMvN19/7bMh5zTrxfZeZl4efiRlBrD0ZMHmfTgYtKzU1j03VSeuOdlElIO06npIwo9xVTOw0R6buF7ZVqOQXnPosHmkUZuPNLIjae/zGbFnwU82MA5X2dFnI1CzzmcGe155JFH6Natm+O0rws5EybOFSr+3iYiIoLZs2c7HsvM/OvbfPd/nF4zc+ZMduzYQVRUFAC7du3CZjv3+cMX6/uMFi1akJaWRmJiouPUt4EDB3LHHXdQrVq1Iv3/vR7DMLDb7cyaNQvTmVOCrFa8vLwwDIMOHTowYcIEAGw2G3l5eefsx2KxYLfbL7rsfH2azWbWr1/P9u3b+eCDD6hfvz6bN2+mVq1aHDx4kDVr1jB//nymTZvGjh07cHEp+hQfN24cI0aMcNR/rgBZWtxD65D+0wp8GtxJTvQvuFeud9F1/Fv1xL9VTzJ/W4vr6VPdoPDUNq+6bUuy3FLV0NOTRSkpdPX3Z5PVShPPi/8bfeVYEh19/Wh6+t+zYRgUUHiKm5fZjM85TotzVl41vEj+OplybcqR8VsGXrX+On62HBtx8+II7R+Ki99f/34S3k/Av4U/3rULTys0DANshae4md3NmD3L9vGrUqUKW7dupVGjRhw8eLDI6WtVqlTh0KFDVK1alYMHD9KkSRPHsn379tG3b18AkpOTOXXqFB9++CEpKSns37+fkJAQ/Pz8LqumiIo3se7XZbSsfTd7436mekgDx7JqFeux9+jP1AxtyN64n2lVpyMAHq5emM0W3F29yM3P5lhaHKmZJ3jry7GcSI/n95itVAmsSTmf4Muq6UbQqoqFGVvz6NcI1hwsoE3YX/8OcgsM3E+f1unnbsJbeUekzCjb71Il6MUXX8RutzNkyJCzlvn6+tKmTRs2bdoEQGpqKnFxcdx2223ccccd/PLLL47TH7Zs2eJY7+6772bnzp2cOnUKgF9//fWCEx2cGdmAwtmDjh496ljm4eHhCCgLFiwodt8RERE8+eSTvPDCC0XCR05OzgWPR926dQkLC3PMFpednU2nTp2Awpnt1q5d62g7Z84cli1bdsH+LuZ8fSYmJjJ9+nSaN2/Om2++SZs2bdizZw9RUVF8//33dOnShZUrV3L06NFzhj53d3f8/Pwc/11P3CrWwOJdjqSPRpN3MhavOrdy8us5ANhyMjm25AXyj0dz/P9eJvvQzwAkfTyWY0teIO/EEbzr3Q6cObVtF54RjUtrV0pcPQ8Pglxc6Bsbw6HcPO7y9WVSUhIAp2w2BsXFsi83l6ePHuX7zEx2ZWfzZXo6K06l0T82hg9SUygABsfFMiA2lqHxRxkedON8CPSs6omLvwuHpxwmNyEXv2Z+xC+KByBlbQp5x/NI+CCBw1MPY/3TStbBLNJ+TCP1h1QOTz1M8jfJYIPo16OJnhZN7JuxVOxZsZT36spUqlQJHx8fFi5cSHJyMvXq1eOLL74ACkeh09PTWbhwIa6uro5AdPLkSby8vBwjP1WqVGHw4MH07duXhg0b0r59+yt6nQkLqoWvV3lmrXyOpNQYGldrxyffzwSgQdXWpFqPM2vlc7i6uFM9pD4h5apSzqcCM1c+x3+jRtHxloeJqHgTz3ebw9P3TqN5rQ50btZfgecimlSyEOJjot1CK3uSbfSo58ITXxS+p7//az7tF1m5fZGVlGyDe2vru2ORssJkXGho4gayadMmJk+ejK+vL1OmTOGmm/664PO7777j5Zdf5uDBg4wYMYKRI0cSHR3NmDFjqFKlCnFxcTz66KN07Fj4TduZiQxuvvlmXFxcWLZsGS+++CJDhgxh2bJlfPjhh9SsWZO0tDSmT5+Ov78/jz76KCtWrKBfv37Mnj0bFxcXYmNjefDBB6lZsybBwcF8/vnnNGzYkPnz5zsmP6hduzaBgYFMnz79nH0HBgaeta9nRmy2bNlCUFAQZrOZ2NhYunXrxqBBg1i8eDETJkygRYsWjBw5krZtC0cMdu/ezYQJE6hRowanTp3iqaeeolmzZo5JB6Kjo6lYsSJubm5MnTqVP//8k6FDhxIfH8+MGTNISUlhzJgxtGjRgvnz5zNy5EhWrFjBK6+8QqtWrRg6dCgAkZGRtGzZ8px9pqWl0bdvX6pXr47ZbCYzM5O5c+eyc+dOJk+eTL169UhLS6Nu3bqMGjXqgn9zq9WKj0/h6Uxhw5djdivbF2KXBas/f760S7gmeo3TB6HrVY/oHqVdAgDBSbeVdgkX9HRIt9IuQa5z1jwDn6mF15llZmbi7X3jTPkvZZNCj9ywFHquPYUeKW0KPcWj0CMXo9AjZY1ObxMREREREaem0CMiIiIiIk5NoUdERERERJyaQo+IiIiIiDg1hR4REREREXFqCj0iIiIiIuLUFHpERERERMSpKfSIiIiIiIhTU+gRERERERGnptAjIiIiIiJOTaFHREREREScmkKPiIiIiIg4NYUeERERERFxago9IiIiIiLi1BR6RERERETEqSn0iIiIiIiIU1PoERERERERp6bQIyIiIiIiTk2hR0REREREnJpCj4iIiIiIODWFHhERERERcWoKPSIiIiIi4tQUekRERERExKkp9IiIiIiIiFNT6BEREREREaem0CMiIiIiIk5NoUdERERERJyaQo+IiIiIiDg1hR4REREREXFqCj0iIiIiIuLUFHpERERERMSpKfSIiIiIiIhTU+gRERERERGnptAjIiIiIiJOzWQYhlHaRYiUBqvVio+PDwAe1ZtiMltKuSIRkcvXKnHPVe/z51qmq95naaiUVanEt+GWG3hJ7au5by+hSq6NArvB6oM2ADIzM/H29i7likQuzKW0CxC5HgR3HYfZzaO0yxARuWxvff78Ve+z1zDn+JjQI7pHiW8jOOm2S2r/dEi3Eqrk2rDmGfhMzSjtMkSKTae3iYiIiIiIU1PoERERERERp6bQIyIiIiIiTk2hR0REREREnJpCj4iIiIiIODWFHhERERERcWoKPSIiIiIi4tQUekRERERExKkp9IiIiIiIiFNT6BEREREREaem0CMiIiIiIk5NoUdERERERJyaQo+IiIiIiDg1hR4REREREXFqCj0iIiIiIuLUFHpERERERMSpKfSIiIiIiIhTU+gRERERERGnptAjIiIiIiJOTaFHREREREScmkKPiIiIiIg4NYUeERERERFxago9IiIiIiLi1BR6RERERETEqSn0iIiIiIiIU1PoERERERERp6bQIyIiIiIiTk2hR0REREREnJpCj4iIiIiIODWFHhERERERcWoKPSIiIiIi4tQUekRERERExKm5lHYBAps2bWLy5Mns3r2bYcOGMX78+BLdnt1uJzIykh9++IHy5ctTUFDAiRMn6NevH7179y7RbYs4k9R175GbuA+LXzBBnYdhsrg6lln3bCTj1zVgt1HujkG4h9Yh78QRUte9h2HLx7ve7fg27kTq9x9g/e1bvG+6nXL/erQU90bKuunHj7M7J5tKLq68VqkSbiYTAAWGwcSkRGLz86nn7sH4ihUd6+zKzqZPbAzba9XG21z4PajVbufuw4d4LaQSEHDZ9SQuSST7cDau5V2pPLgyZpfC/nOP5xI3J47chFzqzqmLxcMCQPKaZNK3p2PxtlDliSpYvCyk/ZjGyW9OYnI1EdovFI/KHpddD8A333xDfHw8/v7+dO3aFYulcNt2u51Vq1aRmppKSEgInTp1AmDq1KlUqlQJgE6dOlGxYkWWL19OZmYmycnJeHt7U7FiRbp27erYhs1u4+ONb5CcnkBYUC0eaPMMKRnHeH/9fwADNxd3Btw5AYDuS7NIyTYwgN3HbKSO8SvWfjz/TQ7b4m2E+5tY2NUTN0vh3/pQip0HlmWx94Sd5NG++LgVPj5ray7L9xZQzsPER9098fcwXfa2RcoqjfRcB9q2bUvfvn0JDw8v8cADMHToUH7//XeWL1/OggULWLRoEQMHDmTu3Lklvm0RZ5F37BA2ayohD0/HLTCcrH2bHcsKMk6SdXAbFR98jZCH/4N7aB0A0jYuJvj+cYT0mYZv48IPVX63dCGoy/Olsg/iPPKOHSK5oIAPw6tSw92NbzLSHcs2ZGZS0cWVD8OrkmPY2Zmd5Vj2YWoK9d2LBolzPXapsmOyKThVQPXx1XEPdSd9+1/1uPq7Um1sNTxreDoeK0gvIGNXBtVeqIZ/S39OfncSw2aQ/FUy1cdXJ2xIGMeWHbuimhITE8nMzGTgwIEEBQWxZ88ex7J9+/bh5+fHwIEDyc/PJy4uDoDAwEAGDBjAgAEDqHg6LHbr1o177rmHKlWq4O3tfVZfv8dsJcA7mOFdI8kryOVw0h94uHnz2N2TGXbfLBpGtGXL3i8B+Ky3FxsGePPav9y5v64rxbEz0UZSpsEPA72pF2Rh+Z4Cx7JKviY29PemVRWL47ETVjtf7C9g00AvHmrgylvb8y572yJlmUZ6yoCYmBjGjBlDaGgocXFxPP7449x1112MHz+eWbNmMXHiRMaNG8cLL7yAp6cnEyZM4L///S9vv/02ixcvpkWLFo6+jhw5wty5c0lISMBs/ivz9ujRAy8vLwDGjRvH3LlzGT58ONu3b2fdunVs2bIFk8nE66+/TqVKlYiJiWH48OG0bt0au93OxIkTOXXqFIZhYLFYmDlzJps2beKJJ56gQYMG+Pr68ssvv9C8eXMWLFjAqVOnuOeee0hKSmLQoEF88803GIZBVFQU5cqVO2+fFouFSZMmkZCQgI+PD9HR0Xz88ccAPPbYYwQHB2O1WvHz82PGjBnX9g8lN5Tc+D/xqNYEAI/qTQtHa+q1ByAnegcmiyvHl07A4lOe8nc/hS3rFIbdRnLUGxgF+ZTv8DiugWFYfMqRnxJXinsiziA3/k/aeHsD0M7bhxWn0uji5w8Ujua09/EBoK23Nzuzs2ni6cWOrCxqu3twouCvD82ZNhsHcnNp6HlloSfrYBY+DQq36dvQl9QfUgloHQCA2f3s71uzo7PxruuNyWTCp6EP8fPjsWXacC3nisnFhGs5V3KTcq+opqNHj1KjRg0Aatasya5du7j55psdy2rXru1YFhcXR1hYGKmpqSxcuJDg4GA6duyIi4sLFouFo0ePEhoaSlZWlqMvggu3E33sDxqEtwbgprDmHD72B9VD6jvqsJhdMJv/CiUAy/4ooGe94n0k23rUxt01CtfvWNOFhbvy6HNzYWjxcjXBP/LL9gQb7SNcMJlMdKxpof/n+Ze9bZGyTM/yMqBv374MHz6c7t27k5KSQt26dfn111+ZMmUKH374IT179gTghx9+wGq1MmHCBG6//XYMwygSeAC2b99OQEAAISEhRR43mUx07twZKBzO37p1KxkZGURFRbFq1SoCAwNp374969ato2rVqhw4cIA77riD2NhYFi5cSHx8PAsXLgTg4YcfZsGCBTzxxBOMHTuWV199ld9++w1XV1fHurVq1WLJkiXUqlWLHj16MHHiRHr16sXy5ct57LHHzttnz549mTVrFqmpqVgsFubMmUNBQQFr164lNTWVjz76CIApU6ac81jm5uaSm1v4xmm1Wq/SX0huRPZcK64+5QEwu3thy850LLNZ07DnWqnQ+1Uyd60m45coPMIakJ8cS+ijb1OQfpyUdQuo2POl0ipfnIw91+o4Pc3HbOaUze5YlmG3/W2ZhVO2wtfAD1JTea1SCJutfz13P0hNpU9AObZkXdnroy3LhmtA4advs6cZm9V20fZmj8IaLZ4WCqwFWHwt5KfkY8uykZ+aT97xPIwCA5OL6bJqysnJwdfXFwAPDw+ys7OLLHN3dz9r2dChQ/Hy8mLjxo1s376d1q0Lw8yWLVvIzs7mgQceOKuvrFwrHm6FXyJ6unmTlfPXKFd2biab90bxVOepQOH7lWEYfBddwOt3uxdrP9JyDEJ9C4+Vv4eJlGzjIu3B73TX/2x/qdsWKct0ett1LiMjg02bNtGmTRsAypcvT3h4ON9//z0A999/P59//jl//vkn9913H/Hx8cTExPD5559z//33n9WfYZz94rhw4UIGDRpEs2bNirxw33XXXQDcd999nDp1ivj4eGbNmsWwYcN46623qFKlCsnJyaxevZro6GiGDRvGsGHDyM3N5eTJk45+mjdvjqenJy4uLlSvXp3ExETHsqCgIOrXL/wGrE6dOo5l5+szICCApk2b0rJlSyIjI+nduzd+fn40bdqUP/74g65du/LJJ58wcuTIcx7PqVOn4u/vj7+/P6GhoZfypxApwuzhgz2v8DQhe44Vi6dPkWUe4TdjMpnwCG9IfnIsZncf3EJqYnb3wi04Ant2+vm6FrlkZg8frPbCoJNht+Fv+evt3c9iOWvZ9qws6nq44/23EYcMm419ubnccnrU/0pYvC3YcgqDjj3LjsXbctH29pzCGm1ZNly8XTCZTVTsWZGYyBiSv0rGq4bXZQceKAwzZ770ysnJwdPT86LLzpwBUa9ePZKSkhztb731Vm6//XbWrl17Vl9e7j7knH5tyM7LxMuj8FoZm62AReum0K3VE3i5+zrab4mz0SzU4rgu52LKeZhIzy18L0/LMSjveeH1ynlA+ulBsn+2v9Rti5RlGukpg/4eXO6//34mTpxIXl4effr0Yf/+/Xz++efExMQQHh5+1rotWrQgLS2NxMREx8WZAwcO5I477qBatWrYbH99G3fmW68z27Tb7cyaNQvT6YtjrVYrXl5eGIZBhw4dmDCh8MJMm81GXl7eOfuxWCzY7faLLjtfn2azmfXr17N9+3Y++OAD6tevz+bNm6lVqxYHDx5kzZo1zJ8/n2nTprFjxw5cXIo+xceNG8eIESMc9Sv4yOVyD61D+k8r8GlwJznRv+Beud5fyyrfRPr2lUDhtRYuASG4lA/FnpWOYSvAZk3D7HblHyxFznAPrcPmrVa6+vuzyWqliedfz69GHp5stlpp5uXFZquV7v4B/JaTzY/WLH7JimNfbi4TkhIZUK48SQX5PB4XR0x+HhsyM7GleONa/tKv9/Cq4UXy18mUa1OOjN8y8Kp14ee7Z4QnyauToStk/pbpaO/b0Bffhr7kJuVy8puTF+zjYqpUqcLWrVtp1KgRBw8eJCwsrMiyQ4cOUbVqVQ4ePEiTJk3Iy8vDxcUFs9lMTEwM5cuXd7wXVqlShU2bNuHu7n5WX9Uq1mPv0Z+pGdqQvXE/06pORwCWboqkSfXbqVHp5iJ1LdtzaaeXtapiYcbWPPo1gjUHC2gTduF1m4VaeH1LHhNvd2fNQRttwv4KoJe6bZGyTCM917HJkydz8uRJ2rRpw6ZNmwBITU0lLi6O2267DYDbbruN/fv3s2vXLiIiIujWrRtvv/021apVO2efERERPPnkk7zwwgtFwkdOTs4Fa6lbty5hYWFs2LABgOzsbMfsNvfeey9r1651tJ0zZw7Lli277P2+UJ+JiYlMnz6d5s2b8+abb9KmTRv27NlDVFQU33//PV26dGHlypUcPXqUzMzMs/p1d3fHz8/P8Z/I5XKrWAOLdzmSPhpN3slYvOrcysmv5xQuq1ANi085kj4eS+bv6/Bteh8mswW/5vdz7JPxJK+cRsDtAwBI/3klqevew7pvEydWTS/FPZKyzK1iDYJcXOgbG8Oh3Dzu8vVl0umRifY+PiQV5NM3NgZ3k5nGnp48Uq48i8LDeTcsjDru7rwaUolGnp4sqRrBu2Fh/NvPj2eCgi8r8AB4VvXExd+Fw1MOk5uQi18zP+IXxQNgs9qInh5NTlwOsbNjydidgYufC76NfTn86mFObTtF+X8Vnjqa+FEi0f+J5tjyY1ToXuGKjlGlSpXw8fFh4cKFJCcnU69ePb744gug8EyD9PR0Fi5ciKurK2FhYaSkpDB//nwWLlzIwYMHadmyJXa7nQ8++IBvvvmGuLg4cnNzHX198v1MABpUbU2q9TizVj6Hq4s71UPqczjpD34+uI4f961h9qoRrP/t/4DCL/jWHi7grhrFDx5NKlkI8THRbqGVPck2etRz4YkvCs/SSM026PC+lV+P2fj3J1msPpBPsLeZf9d2oc3/rHzyez5PNXe77G2LlGUm41znO8k19fcpq3v16uV4/KeffuLTTz/FMAzGjBlDlSpViIuL49FHH6Vjx46OdgMGDKBmzZpMmDCBvLw8goOD2bx5Mw0aNDjn9s6M2GzZsoWgoCDMZjOxsbF069aNQYMGsXjxYiZMmECLFi0YOXIkbdu2BWD37t1MmDCBGjVqcOrUKZ566imaNWvmmHQgOjqaihUr4ubmxtSpU/nzzz8ZOnQo8fHxzJgxg5SUFMaMGUOLFi2YP38+I0eOZMWKFbzyyiu0atWKoUOHAhAZGUnLli3P2WdaWhp9+/alevXqmM1mMjMzmTt3Ljt37mTy5MnUq1ePtLQ06taty6hRoy543K1WKz6nL+4NG74cs9uVXbgrIlKaVn9+9WcB7DXOOT4Q94juUeLbCE667ZLaPx3SrYQquTaseQY+UzMAyMzMxPv0RBoi1yuFHrlhKfSIiDNR6Dk/hZ6rT6FHyhqd3iYiIiIiIk5NoUdERERERJyaQo+IiIiIiDg1hR4REREREXFqCj0iIiIiIuLUFHpERERERMSpKfSIiIiIiIhTU+gRERERERGnptAjIiIiIiJOTaFHREREREScmkKPiIiIiIg4NYUeERERERFxago9IiIiIiLi1BR6RERERETEqSn0iIiIiIiIU1PoERERERERp6bQIyIiIiIiTk2hR0REREREnJpCj4iIiIiIODWFHhERERERcWoKPSIiIiIi4tQUekRERERExKkp9IiIiIiIiFNT6BEREREREaem0CMiIiIiIk5NoUdERERERJyaQo+IiIiIiDg1hR4REREREXFqCj0iIiIiIuLUFHpERERERMSpKfSIiIiIiIhTU+gRERERERGn5lLaBYiUFsMwHD/b83NKsRIRkSuXZbdf9T7tuVe/z9KQl5dX4tvIzc++pPbWPOPija5jf6//7++nItcrk6Fnqtygjh8/TsWKFUu7DBERkTLt2LFjVKhQobTLELkgnd4mIiIiIpctNze3tEsQuSid3iY3rKCgIA4ePEjNmjWJj4/H39+/tEu6IaSnpxMaGkpCQgJ+fn6lXc4NQcf82tMxv/Z0zK8twzA4duwYNWvWxNfXt7TLEbkohR65YZnNZoKDgwHw8fHB29u7lCu6MdhsNgC8vb11zK8RHfNrT8f82tMxv/bsp68jM5t14pBc//QsFRERERERp6bQIyIiIiIiTk2hR25o7u7uTJo0CXd399Iu5YahY37t6Zhfezrm156O+bWnYy5liaasFhERERERp6aRHhERERERcWoKPSIiIiIi4tQUekRERERExKnpPj1yQ4iNjeXZZ58lJCSEo0ePMm3aNBo0aHBWu6VLl/Lxxx8THByMyWTi7bffxtXVtRQqLvuKc8w3b97MjBkzqF69OvHx8YSGhvL666/rng+XqbjPc4D8/HxatmxJw4YNWbRo0bUt1IkU95j/+uuvvPPOO3h4eHDo0CE6dOjA0KFDS6Hisq84x9xutzNq1Cji4+MJCQkhOjqa2bNnU61atVKqumzLz89n1qxZvPTSS2zbtu28ryt6D5XrmiFyA+jcubOxZMkSwzAMY+vWrUbDhg3PahMfH29UqlTJyMjIMAzDMJ544glj5syZ17ROZ1KcYz5p0iRj7dq1jt+bNWtmLFy48FqV6HSKc8zPmDBhgtG+fXujf//+16g651ScY56dnW106dLFyM/PNwzDMKxWq7Fz585rWaZTKc4x/+qrr4zw8HDDZrMZhmEYU6dONbp163ZN63Qmc+bMMbZs2WIAxm+//XbONnoPleudvk4Vp3fy5ElWr17NvffeC0CrVq1ISEhg165dRdotWbKEW2+9FR8fHwC6dOnC4sWLr3W5TqG4x3zixInceeedjt+rVatGfHz8tSzVaRT3mAP8+OOPZGdnc/vtt1/jKp1LcY/50qVLqVy5Mi+//DIjRoxg9uzZ1K9fvxQqLvuKe8xDQkLIycnBarUCcOLEiWtdqlN5+umnad269QXb6D1UrncKPeL0YmJi8PLycrwQA1SoUIHo6Ogi7Y4cOUJISIjj94oVK57VRoqnuMf876exZWVl8csvv/DII49cszqdSXGPudVq5bXXXuOVV1651iU6neIe8z179rBs2TKeeeYZZs6cydGjRxk1atS1LtcpFPeYN2nShJdffpkOHTrw0EMP8dNPP/Hmm29e63JvKHoPleudQo84PaOYt6Iqbju5uEs9loZhOD4QhoeHl1BVzq24x3zs2LG8+OKLeHp6lnBFzq+4xzwjI4Pbb7+dChUqAPDQQw+xdOnSkizNaRX3mK9Zs4a3336bDRs28Mknn3DnnXfy7rvvlnB1Nza9h8r1TqFHnF5ERARZWVlkZmY6Hjt+/DgRERFF2lWrVo2kpCTH78eOHTurjRRPcY85FL5RPvvss3Tp0oX77rvvGlbpXIpzzLOysvjtt9/43//+x5AhQ4iKimLr1q0MGTKEhISEUqi6bCvu87xKlSpYLBbH7+7u7uTk5FyrMp1KcY/5F198Qbt27Rzh/t5772X27NnXsNIbj95D5Xqn0CNOLzAwkI4dO/Lll18ChdczVKpUiSZNmvDdd99x4MABAHr37s2WLVscb6ZRUVH069ev1Oouy4p7zG02G08++SSdOnWie/fuADz33HOlVndZVpxj7uXlxYYNG5g3bx7z5s2jS5cutG7dmnnz5hEaGlrKe1D2FPd53rNnT7Zv305+fj4AP/zwA3fffXep1V2WFfeY16pViz179jjW++OPPzSKXAL0HiplicnQeKTcAGJiYnj22WepVKkScXFxTJ06lYYNG3Lvvfdyxx138PzzzwPw8ccfs2TJEoKDgwGYO3cubm5upVl6mVWcY37m2pKAgADHeh07dtQUypepuM9zgGnTpvHZZ5+RkZFB165dmTZtWilWXnZdymtLVFQUFSpU4Pjx40RGRjpeZ+TSFOeY5+Xl8eyzz5KZmUlgYCB79+5l2rRp3HLLLaVdfpm0adMmlixZwltvvcVDDz1Et27d6Nmzp95DpUxR6BEREREREaem09tERERERMSpKfSIiIiIiIhTU+gRERERERGnptAjIiIiIiJOTaFHREREREScmkKPiIiIiIg4NYUeERERERFxago9IiJXUXZ2No0bNyYkJASTyUS9evVo3Lhxkf/q1atHREREiWx/0aJF1+3NXQ8dOkTjxo0pX748JpOJxo0bM2vWrNIu67IdOXKEyZMnc+TIkdIuRURELkI3JxURKQGTJ0/mpZdeIjo6+qyAc+TIEdq3b18iH5bbt28PwIYNG65631fLgAEDWLx4MWX97WfDhg3ccccdrF+/3nHcRUTk+qSRHhGRa6xChQq8++67pV2GiIjIDUOhR0TkGmrfvj0//fQTd999t+Oxjz76iEaNGlG7dm0iIiJ49NFHSU5OLrLeggULuO2222jWrBmNGzemXbt2fPfdd47lGRkZNG7cmJ9//pmff/7ZcSrdtGnTWLhwIfXq1cNkMjlOfTtzGp6Pj0+RUYrhw4dTs2ZNTCYTn332Gf3796dZs2a4urpy//33X1LNl6Jdu3aOUwJ//fVXOnbsSI0aNbjlllvYtm0bWVlZPP744zRq1IgaNWqwcOFCx7rr16+ncePGuLm50b9/fyZPnkyLFi2oWLEizZo1Y+PGjWdtb+3atdx2221Ur16dqlWr0qlTJ3755Zci+9e4cWNMJhMTJ05k8uTJ3Hrrrfj7+xMQEMDrr7/O4MGDARg8eLDjeKelpRXr73W+fa5Tpw716tXjyy+/PKvmgwcP0qtXL8LDw2nUqBGNGjXi+eefJzo62tEmPz+fiRMnUrNmTW666SZq167NK6+8gs1mu+y/jYiIUzBEROSqmzRpkgEY0dHRRR6//fbbjfXr1zt+nzNnjmEymYxVq1YZhmEYGRkZxm233WY0atTIyM3NdbSrW7euo41hGMb69esNLy8vY+fOnWf1f/vtt59VT3R0tAEYCxcuvGj79evXG4DRtGlTY//+/YZhGMbChQuNrl27XlLN59O/f3/jXG8/Z47ZkCFDjPz8fMNutxs9e/Y0QkJCjIkTJxqJiYmGYRhGZGSkYbFYjIMHDxZZv2rVqoaXl5cRGRlpGIZh2Gw2Y9CgQYaHh4djPwzDMFauXGmYzWZj7ty5hmEYht1uN0aNGmV4enoa27dvL9InYISGhhpffPGFYRiGcfjwYaNcuXJFjtPf/55nFPfvdWafBw8e7Dh2w4YNM3x9fY3U1FRHuyNHjhiBgYFGv379jPz8fMMwDOO3334zAgICjFmzZjnaPfDAA0ZISIhx4MABwzAMY//+/UZISIgxZMiQs2oUEbmRKPSIiJSAMx9mb7rpJqNRo0aO/7y9vR0fktPT0w1fX1+jc+fORdb9/vvvDcB4//33HY/t3bv3rG20bNnSeOqpp4o8djVDz5QpUxyPZWdnGzExMZdU8/lcLPT8/PPPjseWL19uAMYbb7zheOz48eMGYMyfP7/I+lWrVjVq1qxp2O12x2MnTpww3NzcjEceecQwjMKAExERYTRq1KjIurm5uUZQUNBZxwIw7r777iKP7du3zzCMC4ee4v69zuzz38PWtm3bDMD45ptvHI/179/fcHNzM06cOFFk/VGjRhn//e9/i9Qzffr0Im1efvllw2QyGUeOHDmrJhGRG4XLtRxVEhG50Xz11VdFJjL4+6lkW7ZsISMjg7Zt2xZZ5+abbwZg3bp1PPLIIwCYzWYGDhzIrl27sNvtmEwmDh48iL+/f4nV3qBBA8fPHh4ehIeHs2bNmmLXfLnq1q3r+Ll8+fJnPRYYGAhAYmLiWevefPPNmEwmx+9BQUFUq1aNLVu2ALB//36OHDnCE088UWQ9Nzc3brnlFr777juys7Px9PR0LPv7cQCoXbv2RffhUv9ef9+/oKAgAJKSkhyPrVmzhmrVqjmWnTF9+vQibYBz/m0Mw2DDhg3079//orWLiDgjhR4RkWvo77OqnbkGZu7cuSxdurRIu4oVK5KTkwMUfrhv27Ytbdq0YePGjfj5+QGFASo3N7fEavX19T3rseLWfCW8vb0dP58JMH9/zGwuvBz1XNepnDk2f1e+fHl27twJ/FX/mTD1d4GBgdhsNlJSUqhcubLj8XMdhwu5nL+Xj4+P4+dz7V9ycjLVqlW74HbP7Nujjz6Km5ub4/G8vDwqVqxIenr6Je2HiIgzUegRESklZ761HzlyJM8999x520VFRXHixAleeOGFc36oLw6LxQJw1jTRmZmZRT5wX0xxay4tp06dOuuxkydPOkLMmfpTUlLO2c5isZwzEF2Kq/H3+qegoKBz1vzPNgCffPIJjRo1uirbFRFxFpq9TUSklNx66634+Pg4RiH+7tVXX+X//u//AByjA2dGAM441+ldrq6ujmBjtVpZtWoVUDgKYzKZinxwzsvL49ChQyVSc2n5/fffiwS75ORkoqOjufXWWwEcs81t27atyHp5eXns3LmTdu3aFTm17UJcXV2Bv4Lkjh072L9//yX9vYrrnnvuITo6+qwZ8l5++WVmzJjhaAOc9bex2Ww8/PDD7Nu377K3LyJS1in0iIiUEl9fX6ZOnconn3ziuB4DYNWqVcyZM4cWLVoAcPfdd+Pu7s4bb7xBfn4+AO+//z779+8/q89q1aoRHx+PYRhs2rSJYcOGAYXXrNx6662sXLmSvLw8AGbOnFnkNKirWXNpSU9P///27h6kdSgM4/hbV3FwyqCtkSwKhdP4gYu13ZwUh+zODp26uGgFnSoKIk7uOriJiCBU6eTg1MXBjOKki4iIFJ87lBuoci+9d7nc8P/NyTlvcrI85OSN7e/vm5nZ5+enra6uWl9fn62trZlZZ7vc3t6etVotOzw8NLNOaKnVavb6+mrb29s9z+X7vmUyGXt4eDAzs0qlYjc3N3+0Xr3a2NiwgYEBq1ar1m63zczs9vbWDg4OkrBTLpctiiLb3NxMwmy73bb19XWL47inb5EAILX+YRMFAEidt7c3OefkeV5X97aXl5dfnnN0dKQwDDU6OqowDLW4uKhWq9V1zPn5ucIw1NDQkEqlkqrVqqamptTf3y/nnJ6eniR1OotNT09rbGxM+XxeZ2dnyRh3d3cqFovKZrMqFos6Pj5WqVRKxojjWFtbWwqCQGamIAg0OTn51zV/FcexnHMaHByUmck5p93dXUnS0tJScs+cc2o0GqrX61211Ot1NRoNOedkZvI8TwsLC8n4IyMjWl5e1s7OjmZmZuR5niYmJnR9ff2tlsvLS83Ozsr3feVyOc3Pz3d1jbu4uOiaxzn3rd201Om+lsvllM/nFUWR3t/fe16vr9fcbDZ1cnKi8fFxmZmy2awqlUoy1/39vaIo0vDwsJxzmpubU7PZ7Krn4+NDtVpNQRAkz97Kyoqen59/uzYAkHYZ6csGbwAA/kO+71u5XE5+wAoAwE9sbwMAAACQaoQeAAAAAKlG6AEA/Neurq6sUCjY4+OjnZ6eWqFQSJo1AABgZsY3PQAAAABSjTc9AAAAAFKN0AMAAAAg1Qg9AAAAAFKN0AMAAAAg1Qg9AAAAAFKN0AMAAAAg1Qg9AAAAAFKN0AMAAAAg1Qg9AAAAAFLtB2lGzwVT70e+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### Feature importance bars \n",
    "import matplotlib.patches as mpatches\n",
    "from matplotlib import font_manager\n",
    "font = font_manager.FontProperties(family='serif', size = 8)\n",
    "\n",
    "clim = mpatches.Patch(color='tab:blue', label='Climate')\n",
    "climz = mpatches.Patch(color='tab:red', label='Relative Climate')\n",
    "subsoil = mpatches.Patch(color = 'tab:green', label = \"Subsoil\")\n",
    "time = mpatches.Patch(color='tab:gray', label='Time')\n",
    "topo = mpatches.Patch(color='tab:purple', label='Topography')\n",
    "topsoil = mpatches.Patch(color='tab:orange', label='Topsoil')\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (6,4))\n",
    "\n",
    "ax.broken_barh(q3_tup, (29,2), facecolors = ('tab:blue', 'tab:red', 'tab:green', 'tab:gray', 'tab:purple', 'tab:orange'))\n",
    "for x1, x2 in q3_tup:\n",
    "    ax.text(x=x1 + x2/2, \n",
    "                y=30,\n",
    "                s=str(round(x2,3)), \n",
    "                ha='center', \n",
    "                va='center',\n",
    "                color='black',\n",
    "                fontsize = 6\n",
    "               )\n",
    "ax.broken_barh(iq_tup, (27,2), facecolors = ('tab:blue', 'tab:red', 'tab:green', 'tab:gray', 'tab:purple', 'tab:orange'))\n",
    "for x1, x2 in iq_tup:\n",
    "    ax.text(x=x1 + x2/2, \n",
    "                y=28,\n",
    "                s=str(round(x2,3)), \n",
    "                ha='center', \n",
    "                va='center',\n",
    "                color='black',\n",
    "                fontsize = 6\n",
    "               )\n",
    "ax.broken_barh(q1_tup, (25,2), facecolors = ('tab:blue', 'tab:red', 'tab:green', 'tab:gray', 'tab:purple', 'tab:orange'))\n",
    "for x1, x2 in q1_tup:\n",
    "    ax.text(x=x1 + x2/2, \n",
    "                y=26,\n",
    "                s=str(round(x2,3)), \n",
    "                ha='center', \n",
    "                va='center',\n",
    "                color='black',\n",
    "                fontsize = 6\n",
    "               )\n",
    "ax.broken_barh(full_tup, (23,2), facecolors = ('tab:blue', 'tab:red', 'tab:green', 'tab:gray', 'tab:purple', 'tab:orange'))\n",
    "for x1, x2 in full_tup:\n",
    "    ax.text(x=x1 + x2/2, \n",
    "                y=24,\n",
    "                s=str(round(x2,3)), \n",
    "                ha='center', \n",
    "                va='center',\n",
    "                color='black',\n",
    "                fontsize = 6\n",
    "               )\n",
    "            \n",
    "ax.hlines([23,25,27,29,31], 0,1, color = \"black\", linewidths = .5)\n",
    "ax.set_xlim(0,1)\n",
    "ax.set_ylim(23,31)\n",
    "ax.set_yticks([24,26,28, 30])\n",
    "ax.set_ylabel(\"Model\", fontsize = 12, family = 'serif')\n",
    "ax.set_yticklabels([\"Low Greenness\", \"Moderate Greenness\", \"High Greenness\",\n",
    "                        \"No Greenness Separations\"])\n",
    "for axis in ['top','bottom','left','right']:\n",
    "    ax.spines[axis].set_linewidth(1.5)\n",
    "    \n",
    "ax.set_xlabel(\"Feature Importance\", fontsize = 12, family = 'serif')\n",
    "                       \n",
    "for label in ax.get_xticklabels():\n",
    "    label.set_fontproperties(font)\n",
    "for label in ax.get_yticklabels():\n",
    "    label.set_fontproperties(font)\n",
    "    \n",
    "ax.legend(handles=[clim, climz, subsoil, time, topo, topsoil], bbox_to_anchor = (1.05,1), loc = \"upper left\", prop={'family':'serif', 'size':8})\n",
    "plt.savefig(\"F:\\\\Senegal_Veg_Model\\\\figures\\\\FI_horizontal_bar.jpg\", bbox_inches='tight', dpi = 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ae6fa9e",
   "metadata": {},
   "source": [
    "### Spatial Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "69cef7ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "# group by month and year to plot averaged tie series for each region \n",
    "EVI_FID = full_df[['EVI', 'FID']].groupby(['FID']).mean().compute().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "bcdd6bab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### Plot hot spots of high SAVI variance in Narok \n",
    "font = font_manager.FontProperties(family='serif', size = 25)\n",
    "\n",
    "fig = plt.figure(figsize = (12,7))\n",
    "# greyed out points for rest of the ocountry\n",
    "plt.scatter(pts.lon, pts.lat, color = 'lightgray', marker = ',', s = 5, linewidth = 0) \n",
    "\n",
    "# merge EVI with latitude longitude on FID \n",
    "merged = EVI_FID.merge(crop_pts[['FID', 'lat', 'lon']], how = 'left', on = 'FID')\n",
    "im = plt.scatter(merged.lon, merged.lat, marker = ',', c = merged.EVI,  cmap = 'RdYlGn', s = 7, linewidth = 0)  \n",
    "     \n",
    "    \n",
    "cbar = fig.colorbar(im)\n",
    "cbar.set_label(\"EVI Mean 2014-2022\", fontsize = 25, labelpad = 60, family = 'serif', rotation = -90)\n",
    "cbar.ax.tick_params(labelsize = 25)\n",
    "for label in cbar.ax.yaxis.get_ticklabels():\n",
    "    label.set_fontproperties(font)\n",
    "plt.tick_params(axis='both', which='both', left=False, bottom=False, labelleft=False, labelbottom=False)\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"F:\\\\Senegal_Veg_Model\\\\figures\\\\EVI_mean_map.jpg\", dpi = 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3528ab76",
   "metadata": {},
   "source": [
    "### Time Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "b0657d0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# group by month and year to plot averaged tie series for each region \n",
    "EVI_mean = full_df[['EVI', 'date', 'month', 'year']].groupby(['month', 'year']).mean().compute().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "102c949d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for smoothing - smooth at one month intervals\n",
    "move_EVI = EVI_mean['EVI'].rolling(1).mean().to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "5c745d56",
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "# plot time series \n",
    "time_list = list(zip(EVI_mean.year.to_list(), EVI_mean.month.to_list(), [1]*len(EVI_mean.month.to_list())))\n",
    "dtlist = [datetime(*t) for t in time_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "26e6959f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,4))\n",
    "import matplotlib.font_manager as font_manager\n",
    "font = font_manager.FontProperties(family='serif', size = 10)\n",
    "\n",
    "plt.plot(dtlist, move_EVI, color = \"purple\")\n",
    "\n",
    "plt.xlabel(\"Date\", fontsize = 12, family = 'serif')\n",
    "plt.ylabel(\"Mean EVI\", x = 0, fontsize = 12, family = 'serif')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"F:\\\\Senegal_Veg_Model\\\\figures\\\\EVI_mean_1mosmoothed_ts.jpg\", dpi = 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75c6aa7c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
